Using XGBoost to predict individuals' ethnic breakdown using G25 coordinates of both modern and ancient DNA samples
In [1]:
require(rio)
require(tidyverse)
require(xgboost)
require(ggrepel)
require(cowplot)
Loading required package: xgboost
Attaching package: ‘xgboost’
The following object is masked from ‘package:dplyr’:
slice
Loading required package: ggrepel
Loading required package: cowplot
Attaching package: ‘cowplot’
The following object is masked from ‘package:lubridate’:
stamp
In [284]:
bad = as_tibble(import("../Genetics/G25/Data/CSV/Eurasia/G25_BA.csv"))
iad = as_tibble(import("../Genetics/G25/Data/CSV/Eurasia/G25_IA.csv"))
mad = as_tibble(import("../Genetics/G25/Data/CSV/Eurasia/G25_MA.csv"))
mod = as_tibble(import("../Genetics/G25/Data/CSV/Eurasia/Global25_PCA_modern_scaled.txt"))
In [285]:
head(bad,1)
head(iad,1)
head(mad,1)
head(mod,1)
| sample | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ⋯ | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| Aidonia_LBA.rel:AID002 | 0.126344 | 0.158423 | -0.001131 | -0.05814 | 0.026159 | -0.025937 | -0.00188 | -0.001154 | 0.002454 | ⋯ | -0.006364 | 0.008345 | -0.001774 | 0.002514 | -0.005002 | -0.006114 | -0.004575 | 0.000986 | -0.001566 | -0.00455 |
| sample | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ⋯ | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| Albania_BA_IA:I14688 | 0.119514 | 0.160454 | 0.02225 | -0.028101 | 0.024312 | -0.017012 | 0.00141 | -0.001385 | -0.001841 | ⋯ | -0.016176 | -0.008736 | 0.003674 | 0.003645 | -0.004502 | -0.013726 | 0.009645 | -0.001849 | 0.011809 | -0.011855 |
| sample | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ⋯ | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| Albania_Medieval:I13839 | 0.125205 | 0.153345 | 0.016216 | -0.036176 | 0.03139 | -0.013108 | 0 | 0.002077 | 0.007772 | ⋯ | -0.01074 | 0.008996 | 0.004307 | 0.006536 | -0.016508 | -0.007237 | 0.001113 | 0.005053 | -0.001205 | 0.001676 |
| sample | PC1 | PC2 | PC3 | PC4 | PC5 | PC6 | PC7 | PC8 | PC9 | ⋯ | PC16 | PC17 | PC18 | PC19 | PC20 | PC21 | PC22 | PC23 | PC24 | PC25 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| Abazin:KCHE-1032 | 0.10927 | 0.072103 | -0.023004 | -0.016796 | -0.028005 | 0.003347 | 0.003055 | -0.010384 | -0.049904 | ⋯ | -0.01074 | -0.001173 | -0.004054 | -0.006662 | 0.023386 | 0.004742 | -0.000124 | -0.000863 | -0.010965 | -0.001916 |
In [286]:
colnames(mod) = colnames(bad)
myptrna = "^.+(?=:)"
myptrnb = "^\\w+?_\\w+?(?=[_:\\.])"
mod = mod %>% mutate(sample = str_extract(sample,myptrna))
bad = bad %>% mutate(sample = str_extract(sample,myptrnb))
iad = iad %>% mutate(sample = str_extract(sample,myptrnb))
mad = mad %>% mutate(sample = str_extract(sample,myptrnb))
In [155]:
mod %>% count(sample,sort = TRUE) %>% head(20)
| sample | n |
|---|---|
| <chr> | <int> |
| Dutch | 166 |
| Swedish | 101 |
| Greek_Crete | 100 |
| Irish | 85 |
| Danish | 81 |
| German | 79 |
| German_Erlangen | 67 |
| Lak | 52 |
| Moldovan | 42 |
| Polish | 41 |
| French_Alsace | 40 |
| French_Brittany | 40 |
| Norwegian | 40 |
| Mongol_IMAR | 39 |
| French_Occitanie | 36 |
| French_Nord | 33 |
| Karelian | 33 |
| Tunisian_Douz | 33 |
| Bashkir | 31 |
| Greek_Laconia | 31 |
In [78]:
bad %>% count(sample,sort = TRUE) %>% head(10)
| sample | n |
|---|---|
| <chr> | <int> |
| Czech_EBA | 100 |
| Poland_Trzciniec | 66 |
| Czech_CordedWare | 41 |
| Czech_BellBeaker | 34 |
| Armenia_LBA | 30 |
| England_BellBeaker | 27 |
| Serbia_Mokrin | 27 |
| Israel_MLBA | 26 |
| Sweden_Gotland | 26 |
| Turkey_EBA | 26 |
In [79]:
iad %>% count(sample,sort = TRUE) %>% head(10)
| sample | n |
|---|---|
| <chr> | <int> |
| England_MIA | 122 |
| Armenia_LBA | 42 |
| England_EIA | 32 |
| England_EastYorkshire | 30 |
| Mongolia_EIA | 25 |
| Czech_IA | 23 |
| Poland_Kowalewko | 23 |
| Kazakhstan_Tasmola | 19 |
| Iran_Hasanlu | 18 |
| Italy_Tuscany | 18 |
In [80]:
mad %>% count(sample,sort = TRUE) %>% head(10)
| sample | n |
|---|---|
| <chr> | <int> |
| Sweden_Viking | 118 |
| England_EarlyMedieval | 89 |
| Denmark_Viking | 68 |
| Italy_Medieval | 38 |
| Estonia_EarlyViking | 34 |
| Ireland_Kilteasheen | 30 |
| England_Viking | 29 |
| Vladimir_MA | 28 |
| Mongolia_Arkhangai | 26 |
| Norway_Viking | 26 |
In [28]:
ppl = as_tibble(import("../Genetics/G25/Data/People/All.txt"))
In [17]:
ppl
| V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ⋯ | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| RN:RN2020 | 0.100164 | 0.135065 | -0.003771 | -0.041667 | 0.009540 | -0.017570 | -0.004465 | -0.003000 | 0.008590 | ⋯ | -0.013657 | -0.016168 | 0.003801 | 0.001508 | -0.005378 | -0.002870 | -0.002226 | -0.001109 | -0.002771 | -0.005987 |
| TP:TP2022 | 0.127482 | 0.125926 | 0.072407 | 0.060724 | 0.033852 | 0.024821 | 0.010340 | 0.006692 | -0.005931 | ⋯ | 0.007292 | 0.004955 | -0.000380 | 0.004274 | 0.004877 | -0.008610 | -0.001978 | 0.006532 | -0.006266 | -0.001676 |
| MN:MN2020 | 0.097888 | 0.141159 | -0.002640 | -0.051034 | 0.009540 | -0.017012 | -0.007285 | 0.000000 | 0.006954 | ⋯ | -0.005701 | -0.017732 | 0.002660 | -0.002388 | -0.004002 | 0.000749 | -0.007048 | -0.002095 | 0.003976 | -0.000120 |
| MD:MD2022 | 0.099026 | 0.129988 | -0.001886 | -0.041667 | 0.011079 | -0.015060 | 0.002350 | 0.001846 | 0.011862 | ⋯ | -0.003978 | 0.001956 | 0.000380 | -0.000628 | -0.005753 | -0.006738 | -0.001978 | -0.001849 | -0.001807 | -0.008143 |
In [29]:
smpls = as_tibble(import("../Genetics/G25/Data/TXT/By Country/Averages/Modern_averages.txt"))
In [20]:
nrow(smpls)
smpls %>% sample_n(10)
48
| V1 | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ⋯ | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| Lithuanian_VA:average | 0.1344249 | 0.1257226 | 0.0824762 | 0.0750975 | 0.0433311 | 0.0278890 | 0.0099878 | 0.0148840 | -0.0020454 | ⋯ | 0.0029435 | 0.0061411 | -0.0005702 | 0.0023129 | 0.0061155 | -0.0037310 | -0.0048100 | 0.0072346 | -0.0078805 | -0.0008622 |
| Ukrainian_Zhytomyr:average | 0.1313841 | 0.1272314 | 0.0710604 | 0.0592936 | 0.0371497 | 0.0232674 | 0.0104747 | 0.0132521 | -0.0029216 | ⋯ | -0.0041293 | 0.0045820 | -0.0006336 | 0.0036631 | 0.0006433 | -0.0078433 | -0.0031266 | 0.0046306 | -0.0027714 | 0.0019331 |
| Ashkenazi_Belarussia:average | 0.1019155 | 0.1339716 | -0.0073393 | -0.0395799 | 0.0107712 | -0.0144595 | -0.0010123 | -0.0010294 | 0.0057267 | ⋯ | 0.0027944 | 0.0018154 | -0.0003409 | 0.0014889 | -0.0012602 | -0.0038586 | -0.0007705 | 0.0027399 | 0.0015665 | -0.0002949 |
| Ashkenazi_Lithuania:average | 0.0998539 | 0.1327575 | -0.0092224 | -0.0403750 | 0.0094843 | -0.0141475 | -0.0005555 | -0.0011750 | 0.0060613 | ⋯ | 0.0034595 | 0.0016001 | 0.0001612 | 0.0004455 | -0.0031721 | -0.0032555 | -0.0033497 | 0.0029245 | 0.0024428 | -0.0010560 |
| Serbian:average | 0.1273334 | 0.1372290 | 0.0400240 | 0.0148299 | 0.0314974 | 0.0045957 | 0.0048738 | 0.0066720 | -0.0011737 | ⋯ | -0.0008358 | 0.0040476 | 0.0005894 | 0.0043011 | -0.0024468 | -0.0083168 | -0.0017151 | 0.0048925 | 0.0003720 | -0.0020097 |
| Cossack_Ukrainian:average | 0.1354490 | 0.1167860 | 0.0716530 | 0.0600780 | 0.0338520 | 0.0231480 | 0.0112810 | 0.0106150 | 0.0030680 | ⋯ | 0.0019890 | 0.0003910 | 0.0051940 | 0.0035200 | 0.0033770 | -0.0096080 | -0.0023490 | 0.0040670 | -0.0068680 | 0.0005990 |
| North_Ossetian:average | 0.1041480 | 0.0888588 | -0.0311125 | -0.0251132 | -0.0383148 | 0.0057170 | 0.0117505 | -0.0006925 | -0.0539945 | ⋯ | -0.0226065 | 0.0027380 | -0.0059542 | -0.0098988 | 0.0188840 | 0.0060518 | 0.0019472 | -0.0007395 | -0.0084048 | -0.0027242 |
| Ukrainian_Rivne:average | 0.1301377 | 0.1243461 | 0.0702284 | 0.0625543 | 0.0392208 | 0.0211027 | 0.0096616 | 0.0104867 | -0.0003636 | ⋯ | -0.0009428 | 0.0055342 | -0.0017314 | 0.0032261 | -0.0006670 | -0.0049217 | -0.0036958 | 0.0048341 | -0.0043109 | 0.0001066 |
| Ashkenazi_Ukraine:average | 0.0994244 | 0.1351162 | -0.0055060 | -0.0401166 | 0.0120483 | -0.0142652 | -0.0010928 | 0.0001154 | 0.0077720 | ⋯ | -0.0018297 | -0.0043223 | -0.0000190 | 0.0012758 | -0.0046772 | -0.0031258 | -0.0025904 | 0.0007702 | 0.0021028 | 0.0010059 |
| Polish:average | 0.1318405 | 0.1292694 | 0.0698685 | 0.0577382 | 0.0406754 | 0.0217127 | 0.0086781 | 0.0108626 | -0.0009329 | ⋯ | -0.0005595 | 0.0015455 | -0.0000741 | 0.0026948 | 0.0012872 | -0.0031286 | -0.0031185 | 0.0056063 | -0.0033328 | -0.0000876 |
In [22]:
myfun = function (mydf,e = 0.75,d = 5,a = 0.5,g = 0,l = 0.5) {
mydata = mydf %>% mutate(label = as.numeric(as.factor(sample)) - 1) %>% select(-sample)
nclas = length(unique(mydata$label))
print(paste0("Number of classes: ",nclas))
smpl = sample(1:nrow(mydata),.75*nrow(mydata))
print("Split into test and train samples")
train_data = mydata[smpl,]
test_data = mydata[-smpl,]
print(dim(train_data))
print(dim(test_data))
td = data.matrix(train_data %>% select(-label))
tl = train_data$label
ttd = data.matrix(test_data %>% select(-label))
ttl = test_data$label
dtrain = xgb.DMatrix(data = td,label = tl)
dtest = xgb.DMatrix(data = ttd,label = ttl)
print("Starting XGBoost training")
obj = "multi:softprob"
mymod = xgb.train(data = dtrain,
eta = e,
max_depth = d,
nround = 100,
subsample = .5,
colsample_bytree = .5,
alpha = a,
gamma = g,
lambda = l,
objective = obj,
num_class = nclas,
nthread = 4,
watchlist = list(train = dtrain,test = dtest),
print_every_n = 25,
verbose = 1)
mypred = predict(mymod,dtest)
nclas = ifelse(str_ends(obj,"max"),1,nclas)
mypred = mypred %>% matrix(ncol = nclas,byrow = TRUE) %>% as_tibble() %>% mutate(row = row_number()) %>% bind_cols(label = ttl)
colnames(mypred) = c(as.character(0:(nclas-1)),"row","label")
myd = pivot_longer(mypred,cols = !matches("^[rl]"),names_to = "variable",values_to = "value")
myd = myd %>% group_by(row,label) %>% mutate(maxval = max(value)) %>% ungroup()
mydd = myd %>% dplyr::filter(value == maxval)
print(sample_n(mydd,15))
err = with(mydd,mean(label != variable))
print(paste0("test-error = ", err))
return(mymod)
}
In [171]:
mypfun = function(mymdl,mypd,mynd,verbose = TRUE) {
smpls = unique(na.omit(mypd$sample))
#nclas = 1
nclas = length(smpls)
print(paste0("Using ",nclas," populations"))
mypred = predict(mymdl,xgb.DMatrix(data = data.matrix(mynd %>% select(-V1)),label = 1:nrow(mynd)))
mypred = mypred %>% matrix(ncol = nclas,byrow = TRUE) %>% as_tibble() %>% mutate(row = row_number())
colnames(mypred) = c(as.character(0:(nclas-1)),"row")
myd = pivot_longer(mypred,cols = !matches("^row"),names_to = "variable",values_to = "value")
# myd = myd %>% group_by(row) %>% mutate(tot = sum(value)) %>% mutate(value = value/tot) %>% ungroup()
mprd = myd %>% inner_join(mynd %>% select(V1) %>% mutate(row = row_number()),by = "row") %>%
inner_join(data.frame(variable = as.character(1:length(smpls)),eth = smpls))
mprd = mprd %>% mutate(name = str_extract(V1,"^.+(?=:)")) %>% select(name,eth,value)
if(verbose) print(mprd %>% dplyr::filter(value >= 0.02) %>%
mutate(value = paste0(round(100*value,2),"%")) %>%
arrange(name,desc(value)) %>% as.data.frame)
return(mprd)
}
In [177]:
mypfun2 = function(mymdl,mypd,mynd) {
mprd = mypfun(mymdl,mypd,mynd,verbose = FALSE)
for(ii in 1:999) {
mprd = bind_rows(mprd,mypfun(mymdl,mypd,mynd,verbose = FALSE))
}
mprd = mprd %>% group_by(name,eth) %>% summarize(value = round(100*mean(value))) %>%
arrange(name,desc(value)) %>% dplyr::filter(value >= 2)
return(mprd)
}
In [166]:
mythm = theme_minimal_hgrid(7,color = "gray45",line_size = 0.1) + theme(plot.background = element_rect(fill = "gray20"))
In [167]:
plotfun = function(mydata,lsz = 2,nrw = 1) {
ggplot(mydata,aes(as.numeric(str_remove(value,"%")),I(1))) +
geom_label_repel(stat = "identity",aes(label = eth,fill = as.numeric(as.factor(name))),size = lsz,force = 4) +
scale_x_log10() +
facet_wrap(facets = ~ name,nrow = nrw) +
#coord_cartesian(ylim = c(3,8)) +
coord_flip() +
guides(fill = "none") +
scale_fill_distiller() +
#scale_fill_viridis_c(option = "H") +
mythm + xlab("%") + ylab("") +
theme(axis.text.x = element_blank(),axis.line.x = element_blank(),axis.ticks.x = element_blank())
}
In [168]:
plotfun2 = function(mydata,nrw = 1) {
ggplot(mydata,aes(reorder(eth,value),value)) +
geom_bar(aes(fill = value),stat = "identity") +
facet_wrap(~ name,nrow = nrw) +
scale_fill_viridis_c("G") +
coord_flip() + xlab("") + ylab("") +
mythm + guides(fill = "none") +
theme(axis.text = element_text(size = 4,color = "wheat"))
}
In [224]:
plotfun3 = function(mprd) {
p1 = plotfun(mprd,lsz = 1.5)
p2 = plotfun2(mprd)
options(repr.plot.width = 8, repr.plot.height = 4, repr.plot.res = 400)
plot_grid(p1,p2,labels = c('A','B'),label_size = 10)
}
Modern Populations
In [287]:
mdl = myfun(na.omit(mod),e = 0.5,a = 1,l = 10)
[1] "Number of classes: 391" [1] "Split into test and train samples" [1] 3582 26 [1] 1194 26 [1] "Starting XGBoost training" [1] train-mlogloss:5.537399 test-mlogloss:5.584334 [26] train-mlogloss:2.314773 test-mlogloss:3.408938 [51] train-mlogloss:1.477313 test-mlogloss:3.049051 [76] train-mlogloss:1.096387 test-mlogloss:2.913518 [100] train-mlogloss:0.900769 test-mlogloss:2.862833 # A tibble: 15 × 5 row label variable value maxval <int> <dbl> <chr> <dbl> <dbl> 1 238 82 82 0.617 0.617 2 1023 334 317 0.0879 0.0879 3 981 311 47 0.204 0.204 4 147 55 56 0.382 0.382 5 298 91 236 0.0383 0.0383 6 975 306 28 0.604 0.604 7 814 248 9 0.475 0.475 8 720 217 168 0.0776 0.0776 9 759 230 230 0.197 0.197 10 1058 342 342 0.918 0.918 11 648 190 190 0.452 0.452 12 105 43 39 0.134 0.134 13 882 271 91 0.0270 0.0270 14 31 12 12 0.108 0.108 15 773 238 275 0.131 0.131 [1] "test-error = 0.622278056951424"
In [288]:
mprd = mypfun(mdl,mod,ppl)
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
name eth value 1 MD Ashkenazi_Poland 6.93% 2 MD Ashkenazi_Lithuania 6.08% 3 MD Armenian_Urfa 3.58% 4 MD Ashkenazi_Russia 29.79% 5 MD Ashkenazi_Germany 2.1% 6 MN Ashkenazi_Lithuania 71.82% 7 MN Ashkenazi_Belarussia 2.83% 8 RN Ashkenazi_Lithuania 48.98% 9 RN Ashkenazi_Russia 31.07% 10 RN Ashkenazi_Poland 2.01% 11 TP Russian_Leshukonsky 9.94% 12 TP Ukrainian_Zakarpattia 9.69% 13 TP Russian_Ryazan 6.68% 14 TP Ukrainian_Rivne 3.1% 15 TP Bedzan 2.59% 16 TP Ukrainian_Chernihiv 2.27% 17 TP Ukrainian_Lviv 2.12%
In [289]:
mprd = mypfun2(mdl,mod,ppl)
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)`
[1] "Using 391 populations"
Joining with `by = join_by(variable)` `summarise()` has grouped output by 'name'. You can override using the `.groups` argument.
In [290]:
plotfun3(mprd)
In [291]:
#mod = mod %>% mutate(sample = ifelse(str_detect(sample,"_"),str_extract(sample,"^\\w+?(?=_)"),sample))
#modd = mod %>% mutate(sample = ifelse(str_detect(sample,"Ukrain|Lithuan|Ashken|Italian|Spani|Greek|Georgi|Irani|Turki|Frenc|Azerb|Armeni|Basqu"),str_extract(sample,"^\\w+?(?=_)"),sample))
#modd = mod %>% mutate(sample = ifelse(str_detect(sample,"Ukrain|Lithuan|Ashken|Georgi|Azerb|Armeni|Basqu"),str_extract(sample,"^\\w+?(?=_)"),sample))
modd = mod %>% dplyr::filter(!str_detect(sample,"^(Elmo|Tat|Roma|Alta|Aeta|Bata|Erit|Mongo|Saami|Shor|Satna)")) %>% na.omit()
mdl = myfun(modd,e = 0.5,a = 1,l = 10)
[1] "Number of classes: 357" [1] "Split into test and train samples" [1] 3361 26 [1] 1121 26 [1] "Starting XGBoost training" [1] train-mlogloss:5.457783 test-mlogloss:5.533315 [26] train-mlogloss:2.260892 test-mlogloss:3.340530 [51] train-mlogloss:1.439845 test-mlogloss:2.993087 [76] train-mlogloss:1.067836 test-mlogloss:2.872749 [100] train-mlogloss:0.868774 test-mlogloss:2.809086 # A tibble: 15 × 5 row label variable value maxval <int> <dbl> <chr> <dbl> <dbl> 1 257 79 79 0.504 0.504 2 97 32 7 0.100 0.100 3 572 173 241 0.0866 0.0866 4 368 104 180 0.317 0.317 5 338 97 97 0.350 0.350 6 571 173 174 0.171 0.171 7 79 28 28 0.530 0.530 8 116 41 38 0.397 0.397 9 659 196 180 0.323 0.323 10 24 8 8 0.278 0.278 11 83 28 28 0.291 0.291 12 1100 351 351 0.265 0.265 13 799 232 232 0.186 0.186 14 447 131 150 0.139 0.139 15 149 52 97 0.255 0.255 [1] "test-error = 0.661909009812667"
In [292]:
modd$sample %>% unique %>% sort
- '\\Albanian'
- 'Abazin'
- 'Abkhasian'
- 'Abkhasian_Gudauta'
- 'Adygei'
- 'Afrikaner'
- 'Albanian'
- 'Alevi_Dersim'
- 'Algerian'
- 'Armenian_Aintab'
- 'Armenian_Ararat'
- 'Armenian_Artsakh'
- 'Armenian_Erzurum'
- 'Armenian_Gesaria'
- 'Armenian_Gurin'
- 'Armenian_Hemsheni'
- 'Armenian_Parspatunik'
- 'Armenian_Syunik'
- 'Armenian_Urfa'
- 'Ashkenazi_Belarussia'
- 'Ashkenazi_Germany'
- 'Ashkenazi_Lithuania'
- 'Ashkenazi_Poland'
- 'Ashkenazi_Russia'
- 'Ashkenazi_Ukraine'
- 'Assyrian'
- 'Austrian'
- 'Avar'
- 'Azerbaijani_Dagestan'
- 'Azerbaijani_Iran'
- 'Azerbaijani_Republic'
- 'Azerbaijani_Republic_Gabala'
- 'Azerbaijani_Republic_Shaki'
- 'Azerbaijani_Turkey'
- 'Bashkir'
- 'Basque_Araba'
- 'Basque_Baztan'
- 'Basque_Biscay'
- 'Basque_French'
- 'Basque_Gipuzkoa'
- 'Basque_Gipuzkoa_Southwest'
- 'Basque_Lower_Navarre'
- 'Basque_Navarre_Center'
- 'Basque_Navarre_North'
- 'Basque_Roncal'
- 'Basque_Soule'
- 'Basque_Spanish'
- 'BedouinA'
- 'BedouinB'
- 'Bedzan'
- 'Belarusian'
- 'BelgianA'
- 'BelgianB'
- 'BelgianC'
- 'Berber_Algeria'
- 'Berber_MAR_ERR'
- 'Berber_MAR_TIZ'
- 'Berber_Tunisia_Chen'
- 'Berber_Tunisia_Sen'
- 'Bosnian'
- 'Bukharian_Jew'
- 'Bulgarian'
- 'Buryat'
- 'Chechen'
- 'Chenchu'
- 'Cherkes'
- 'Chuvash'
- 'Circassian'
- 'Cochin_Jew_A'
- 'Cochin_Jew_B'
- 'Cossack_Kuban'
- 'Cossack_Ukrainian'
- 'Croatian'
- 'Cypriot'
- 'Czech'
- 'Danish'
- 'Darginian'
- 'Druze'
- 'Dungan'
- 'Dutch'
- 'Egyptian'
- 'EmiratiA'
- 'EmiratiB'
- 'EmiratiC'
- 'English'
- 'English_Cornwall'
- 'Erzya'
- 'Estonian'
- 'Finnish_Central'
- 'Finnish_East'
- 'Finnish_North'
- 'Finnish_Southeast'
- 'Finnish_Southwest'
- 'French_Alsace'
- 'French_Auvergne'
- 'French_Bearn'
- 'French_Bigorre'
- 'French_Brittany'
- 'French_Chalosse'
- 'French_Corsica'
- 'French_Nord'
- 'French_Occitanie'
- 'French_Paris'
- 'French_Pas-de-Calais'
- 'French_Provence'
- 'French_Seine-Maritime'
- 'French_South'
- 'Georgian_Ajar'
- 'Georgian_Guria'
- 'Georgian_Imer'
- 'Georgian_Javakheti'
- 'Georgian_Jew'
- 'Georgian_Kakh'
- 'Georgian_Kart'
- 'Georgian_Khevs'
- 'Georgian_Laz'
- 'Georgian_Lechkhumi'
- 'Georgian_Megr'
- 'Georgian_Meskheti'
- 'Georgian_Mtiuleti'
- 'Georgian_NorthEast'
- 'Georgian_Ratcha'
- 'Georgian_Svaneti'
- 'Georgian_Tush'
- 'Georgian_West'
- 'German'
- 'German_East'
- 'German_Erlangen'
- 'German_Hamburg'
- 'Greek_Achaea'
- 'Greek_Apulia'
- 'Greek_Arcadia'
- 'Greek_Argolis'
- 'Greek_Cappadocia'
- 'Greek_Central_Anatolia'
- 'Greek_Central_Macedonia'
- 'Greek_Corinthia'
- 'Greek_Crete'
- 'Greek_Crete_Chania'
- 'Greek_Crete_Heraklion'
- 'Greek_Crete_Lasithi'
- 'Greek_Cyclades_Amorgos'
- 'Greek_Cyclades_Kea'
- 'Greek_Cyclades_Milos'
- 'Greek_Cyclades_Tinos'
- 'Greek_Deep_Mani'
- 'Greek_Dodecanese'
- 'Greek_Dodecanese_Rhodes'
- 'Greek_East_Macedonia_and_Thrace'
- 'Greek_East_Taygetos'
- 'Greek_Elis'
- 'Greek_Izmir'
- 'Greek_Kos'
- 'Greek_Laconia'
- 'Greek_Macedonia'
- 'Greek_Messenia'
- 'Greek_North_Tsakonia'
- 'Greek_Peloponnese'
- 'Greek_South_Tsakonia'
- 'Greek_Thessaly'
- 'Greek_Trabzon'
- 'Greek_West_Taygetos'
- 'Greenlander_East'
- 'Greenlander_West'
- 'Icelandic'
- 'Ingrian'
- 'Ingushian'
- 'Iranian'
- 'Iranian_Bandari'
- 'Iranian_Fars'
- 'Iranian_Jew'
- 'Iranian_Lor'
- 'Iranian_Mazandarani'
- 'Iranian_Persian_Shiraz'
- 'Iranian_Zoroastrian'
- 'Iraqi'
- 'Iraqi_Jew'
- 'Iraqw'
- 'Irish'
- 'Italian_Abruzzo'
- 'Italian_Aosta_Valley'
- 'Italian_Apulia'
- 'Italian_Basilicata'
- 'Italian_Bergamo'
- 'Italian_Calabria'
- 'Italian_Campania'
- 'Italian_Emilia'
- 'Italian_Friuli_Venezia_Giulia_Sappada'
- 'Italian_Jew'
- 'Italian_Lazio'
- 'Italian_Liguria'
- 'Italian_Lombardy'
- 'Italian_Marche'
- 'Italian_Molise'
- 'Italian_Northeast'
- 'Italian_Piedmont'
- 'Italian_Trentino_Alto_Adige'
- 'Italian_Tuscany'
- 'Italian_Umbria'
- 'Italian_Veneto'
- 'Jordanian'
- 'Kabardin'
- 'Kaitag'
- 'Kalash'
- 'Kalmyk'
- 'Karachay'
- 'Karaite_Egypt'
- 'Karelian'
- 'Khakass'
- 'Khakass_Kachins'
- 'Khanty'
- 'Komi'
- 'Koryak'
- 'Kumyk'
- 'Kurdish_Jew'
- 'Lak'
- 'Latvian'
- 'Lebanese_Christian'
- 'Lebanese_Druze'
- 'Lebanese_Muslim'
- 'Lezgin'
- 'Libyan'
- 'Libyan_Jew'
- 'Lithuanian_PA'
- 'Lithuanian_PZ'
- 'Lithuanian_RA'
- 'Lithuanian_SZ'
- 'Lithuanian_VA'
- 'Lithuanian_VZ'
- 'Macedonian'
- 'Mansi'
- 'Moksha'
- 'Moldovan'
- 'Moldovan_o'
- 'Montenegrin'
- 'Moroccan'
- 'Moroccan_Jew'
- 'Moroccan_North'
- 'Moroccan_South'
- 'Mountain_Jew_Azerbaijan'
- 'Mountain_Jew_Chechnya'
- 'Mountain_Jew_Dagestan'
- 'North_Ossetian'
- 'Norwegian'
- 'Palestinian'
- 'Palestinian_Beit_Sahour'
- 'Polish'
- 'Polish_Kashubian'
- 'Polish_Silesian'
- 'Portuguese'
- 'Russian_Belgorod'
- 'Russian_Kaluga'
- 'Russian_Kostroma'
- 'Russian_Krasnoborsky'
- 'Russian_Kursk'
- 'Russian_Leshukonsky'
- 'Russian_Orel'
- 'Russian_Pinega'
- 'Russian_Pinezhsky'
- 'Russian_Pskov'
- 'Russian_Ryazan'
- 'Russian_Smolensk'
- 'Russian_Tver'
- 'Russian_Voronez'
- 'Russian_Yaroslavl'
- 'Samaritan'
- 'Sardinian'
- 'Saudi'
- 'SaudiA'
- 'SaudiB'
- 'Scottish'
- 'Selkup'
- 'Sephardic_Jew'
- 'Sephardic_Jew_o'
- 'Serbian'
- 'Shetlandic'
- 'Sicilian_East'
- 'Sicilian_West'
- 'Sindhi'
- 'Sindhi_o'
- 'Slovakian'
- 'Slovenian'
- 'Sorb_Niederlausitz'
- 'Spanish_Alacant'
- 'Spanish_Andalucia'
- 'Spanish_Aragon'
- 'Spanish_Aragon_North'
- 'Spanish_Asturias'
- 'Spanish_Baleares'
- 'Spanish_Barcelones'
- 'Spanish_Biscay'
- 'Spanish_Burgos'
- 'Spanish_Camp_de_Tarragona'
- 'Spanish_Canarias'
- 'Spanish_Cantabria'
- 'Spanish_Castello'
- 'Spanish_Castilla_La_Mancha'
- 'Spanish_Castilla_Y_Leon'
- 'Spanish_Cataluna'
- 'Spanish_Catalunya_Central'
- 'Spanish_Eivissa'
- 'Spanish_Extremadura'
- 'Spanish_Galicia'
- 'Spanish_Girona'
- 'Spanish_La_Rioja'
- 'Spanish_Lleida'
- 'Spanish_Mallorca'
- 'Spanish_Menorca'
- 'Spanish_Murcia'
- 'Spanish_Navarra'
- 'Spanish_Pais_Vasco'
- 'Spanish_Penedes'
- 'Spanish_Peri-Barcelona'
- 'Spanish_Pirineu'
- 'Spanish_Soria'
- 'Spanish_Terres_de_l\'Ebre'
- 'Spanish_Valencia'
- 'Swedish'
- 'Swiss_French'
- 'Swiss_German'
- 'Swiss_Italian'
- 'Syrian'
- 'Syrian_Jew'
- 'Tunisian'
- 'Tunisian_Berber_Matmata'
- 'Tunisian_Berber_Tamezret'
- 'Tunisian_Berber_Zraoua'
- 'Tunisian_Douz'
- 'Tunisian_Jew'
- 'Tunisian_Rbaya'
- 'Turkish_Antalya'
- 'Turkish_Aydin'
- 'Turkish_Balikesir'
- 'Turkish_Deliorman'
- 'Turkish_Denizli'
- 'Turkish_Erzurum'
- 'Turkish_Giresun'
- 'Turkish_Kayseri'
- 'Turkish_Konya'
- 'Turkish_Nevsehir'
- 'Turkish_Rumeli'
- 'Turkish_Sivas'
- 'Turkish_Trabzon'
- 'Turkmen'
- 'Turkmen_Uzbekistan'
- 'Tuvinian'
- 'Ukrainian_Chernihiv'
- 'Ukrainian_Dnipro'
- 'Ukrainian_Lviv'
- 'Ukrainian_Rivne'
- 'Ukrainian_Sumy'
- 'Ukrainian_Zakarpattia'
- 'Ukrainian_Zhytomyr'
- 'Ukrainian_Zhytomyr_o'
- 'Vepsian'
- 'Welsh'
- 'Yemenite_Jew'
In [293]:
mprd = mypfun(mdl,modd,ppl)
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
name eth value 1 MD Ashkenazi_Poland 5.04% 2 MD Ashkenazi_Russia 37.66% 3 MD Armenian_Urfa 3.77% 4 MD Ashkenazi_Lithuania 10.94% 5 MN Ashkenazi_Russia 7.5% 6 MN Ashkenazi_Lithuania 55.13% 7 MN Ashkenazi_Belarussia 3.26% 8 RN Ashkenazi_Lithuania 45.6% 9 RN Ashkenazi_Russia 28.44% 10 TP Ukrainian_Zakarpattia 5.53% 11 TP Russian_Leshukonsky 4.51% 12 TP Cypriot 3.48% 13 TP Russian_Ryazan 3.26% 14 TP Palestinian 2.51% 15 TP Ukrainian_Rivne 2.33%
In [294]:
mprd = mypfun2(mdl,modd,ppl)
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Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
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[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)`
[1] "Using 357 populations"
Joining with `by = join_by(variable)` `summarise()` has grouped output by 'name'. You can override using the `.groups` argument.
In [295]:
plotfun3(mprd)
Warning message: “ggrepel: 8 unlabeled data points (too many overlaps). Consider increasing max.overlaps”
Bronze Age
In [296]:
mdl = myfun(na.omit(bad),e = 1,a = 1,l = 10)
[1] "Number of classes: 233" [1] "Split into test and train samples" [1] 1068 26 [1] 357 26 [1] "Starting XGBoost training" [1] train-mlogloss:4.909506 test-mlogloss:4.935734 [26] train-mlogloss:2.258924 test-mlogloss:3.350156 [51] train-mlogloss:1.755150 test-mlogloss:3.263681 [76] train-mlogloss:1.526543 test-mlogloss:3.258402 [100] train-mlogloss:1.389339 test-mlogloss:3.234205 # A tibble: 15 × 5 row label variable value maxval <int> <dbl> <chr> <dbl> <dbl> 1 86 31 27 0.605 0.605 2 127 57 177 0.316 0.316 3 167 95 166 0.0758 0.0758 4 13 11 132 0.0482 0.0482 5 44 26 26 0.0758 0.0758 6 253 165 87 0.248 0.248 7 99 32 27 0.768 0.768 8 242 158 161 0.0912 0.0912 9 328 208 210 0.194 0.194 10 69 27 27 0.935 0.935 11 60 27 27 0.453 0.453 12 209 137 137 0.977 0.977 13 282 182 182 0.105 0.105 14 181 115 163 0.162 0.162 15 212 137 137 0.849 0.849 [1] "test-error = 0.641456582633053"
In [297]:
mprd = mypfun(mdl,bad,ppl)
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
name eth value 1 TP Czech_CordedWare 77.29% 2 TP Poland_TRB 13.86%
In [298]:
mprd = mypfun2(mdl,bad,ppl)
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
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[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
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[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
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[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)`
[1] "Using 233 populations"
Joining with `by = join_by(variable)` `summarise()` has grouped output by 'name'. You can override using the `.groups` argument.
In [299]:
plotfun3(mprd)
In [60]:
mprd = mypfun(mdl,bad,smpls)
[1] "Using 225 populations"
Joining with `by = join_by(variable)`
name eth value 1 Ashkenazi_Belarussia Bulgaria_BeliBreyag 4.8% 2 Ashkenazi_Belarussia Lebanon_MBA 2.3% 3 Ashkenazi_Belarussia Hungary_MBA 1.5% 4 Ashkenazi_Belarussia Ukraine_GlobularAmphora 1.4% 5 Ashkenazi_Belarussia Armenia_MBA 1.2% 6 Ashkenazi_Lithuania Lebanon_MBA 2.2% 7 Ashkenazi_Lithuania Armenia_Lchashen 1.6% 8 Ashkenazi_Lithuania Hungary_MBA 1.6% 9 Ashkenazi_Lithuania Bulgaria_BeliBreyag 1.5% 10 Ashkenazi_Lithuania Ukraine_GlobularAmphora 1.4% 11 Ashkenazi_Lithuania Slovakia_Mikusovce 1.3% 12 Ashkenazi_Lithuania Armenia_MBA 1.2% 13 Ashkenazi_Lithuania Iran_Hasanlu 1.1% 14 Ashkenazi_Ukraine Lebanon_MBA 2.2% 15 Ashkenazi_Ukraine Armenia_Lchashen 1.9% 16 Ashkenazi_Ukraine Bulgaria_BeliBreyag 1.8% 17 Ashkenazi_Ukraine Hungary_MBA 1.5% 18 Ashkenazi_Ukraine Ukraine_GlobularAmphora 1.4% 19 Ashkenazi_Ukraine Armenia_MBA 1.2% 20 Ashkenazi_Ukraine Iran_Hasanlu 1.2% 21 Belarusian Netherlands_MBA 16.5% 22 Belarusian Croatia_BA 4.4% 23 Belarusian Germany_CordedWare 4.2% 24 Belarusian Germany_SouthernGermany 2.9% 25 Belarusian Hungary_EBA 2.6% 26 Belarusian Serbia_LBA 2.1% 27 Belarusian Levant_Ebla 1.8% 28 Belarusian Czech_CordedWare 1.6% 29 Belarusian Bahamas_Taino 1.6% 30 Belarusian Poland_EBA 1.4% 31 Belarusian Russia_Sosnoviy 1.3% 32 Belarusian Syria_Ebla 1.3% 33 Belarusian Kyrgyzstan_TianShan 1.2% 34 Belarusian Greece_Minoan 1.1% 35 Belarusian Russia_MBA 1.1% 36 Bosnian Czech_CordedWare 38.5% 37 Bosnian Croatia_Vucedol 2.9% 38 Bosnian Greece_Minoan 1.9% 39 Bosnian Croatia_BA 1.9% 40 Bosnian Serbia_LBA 1.6% 41 Bosnian Turkey_Hellenistic 1.4% 42 Bosnian Germany_EBA 1.1% 43 Cossack_Ukrainian Czech_CordedWare 21.2% 44 Cossack_Ukrainian Netherlands_MBA 7.9% 45 Cossack_Ukrainian Croatia_BA 4.1% 46 Cossack_Ukrainian Poland_EBA 1.4% 47 Cossack_Ukrainian Hungary_EBA 1.3% 48 Cossack_Ukrainian Greece_Minoan 1.2% 49 Cossack_Ukrainian Germany_CordedWare 1.1% 50 Cossack_Ukrainian Germany_SouthernGermany 1.1% 51 Cossack_Ukrainian Levant_Ebla 1.1% 52 Croatian Czech_CordedWare 77.1% 53 Czech Czech_CordedWare 69.4% 54 Estonian Netherlands_MBA 94.8% 55 Ingrian Netherlands_MBA 65.8% 56 Ingrian Poland_EBA 2.5% 57 Ingrian Germany_CordedWare 1.3% 58 Karelian Netherlands_MBA 62.1% 59 Karelian Czech_CordedWare 3.2% 60 Karelian Russia_Sosnoviy 1.7% 61 Karelian Germany_CordedWare 1.6% 62 Karelian Poland_EBA 1.4% 63 Lak Armenia_EBA 10.4% 64 Lak Russia_Srubnaya 6.2% 65 Lak Russia_Moscow 4.3% 66 Lak Armenia_Lchashen 1.9% 67 Lak Armenia_MBA 1.9% 68 Lak Russia_Ivanovo 1.8% 69 Lak Czech_BellBeaker 1.6% 70 Lak Russia_Buryatia 1.4% 71 Lak Armenia_LBA 1.2% 72 Lak Russia_Tver 1.2% 73 Lak Slovakia_Mikusovce 1.1% 74 Lak Armenia_Beniamin 1.1% 75 Latvian Netherlands_MBA 93.4% 76 Lithuanian_PA Netherlands_MBA 93% 77 Lithuanian_PZ Netherlands_MBA 91.6% 78 Lithuanian_PZ Hungary_EBA 1.2% 79 Lithuanian_RA Netherlands_MBA 90% 80 Lithuanian_RA Hungary_EBA 1.2% 81 Lithuanian_SZ Netherlands_MBA 91.1% 82 Lithuanian_SZ Hungary_EBA 1.2% 83 Lithuanian_VA Netherlands_MBA 93.5% 84 Lithuanian_VZ Netherlands_MBA 91.3% 85 North_Ossetian Armenia_EBA 45.1% 86 North_Ossetian Armenia_LBA 22.5% 87 North_Ossetian Russia_Moscow 4% 88 North_Ossetian Russia_Buryatia 3.8% 89 North_Ossetian Armenia_Lchashen 1.2% 90 Ossetian Armenia_EBA 47.9% 91 Ossetian Russia_Buryatia 14.6% 92 Ossetian Armenia_LBA 7.7% 93 Ossetian Armenia_Beniamin 4% 94 Ossetian Russia_Moscow 3.4% 95 Ossetian Armenia_Lchashen 1.7% 96 Ossetian Armenia_MBA 1% 97 Polish Czech_CordedWare 10.8% 98 Polish Netherlands_MBA 6.6% 99 Polish Croatia_BA 4.3% 100 Polish Hungary_EBA 3.3% 101 Polish Serbia_LBA 3.2% 102 Polish Germany_SouthernGermany 1.7% 103 Polish Germany_CordedWare 1.6% 104 Polish Greece_Minoan 1.3% 105 Polish_Kashubian Netherlands_MBA 33.8% 106 Polish_Kashubian Germany_CordedWare 8.7% 107 Polish_Kashubian Germany_SouthernGermany 6.2% 108 Polish_Kashubian Hungary_EBA 5% 109 Polish_Kashubian Czech_CordedWare 3.6% 110 Polish_Kashubian Croatia_BA 2.1% 111 Polish_Kashubian Serbia_LBA 1.1% 112 Polish_Silesian Czech_CordedWare 47.9% 113 Polish_Silesian Serbia_LBA 4.4% 114 Polish_Silesian Croatia_BA 1.8% 115 Polish_Silesian Croatia_Vucedol 1.6% 116 Russian_Belgorod Czech_CordedWare 25.4% 117 Russian_Belgorod Croatia_BA 4.2% 118 Russian_Belgorod Netherlands_MBA 3.2% 119 Russian_Belgorod Serbia_LBA 2.1% 120 Russian_Belgorod Levant_Ebla 1.8% 121 Russian_Belgorod Germany_CordedWare 1.6% 122 Russian_Belgorod Hungary_EBA 1.6% 123 Russian_Belgorod Germany_SouthernGermany 1.6% 124 Russian_Belgorod Greece_Minoan 1% 125 Russian_Belgorod Syria_Ebla 1% 126 Russian_Belgorod Bahamas_Taino 1% 127 Russian_Kaluga Netherlands_MBA 42% 128 Russian_Kaluga Germany_CordedWare 8.7% 129 Russian_Kaluga Croatia_BA 2.9% 130 Russian_Kaluga Greece_Minoan 1.8% 131 Russian_Kaluga Serbia_LBA 1.4% 132 Russian_Kaluga Czech_CordedWare 1.3% 133 Russian_Kaluga Poland_EBA 1.3% 134 Russian_Kaluga Levant_Ebla 1% 135 Russian_Kostroma Netherlands_MBA 38% 136 Russian_Kostroma Czech_CordedWare 8.7% 137 Russian_Kostroma Germany_CordedWare 4.5% 138 Russian_Kostroma Russia_Sosnoviy 2.4% 139 Russian_Kostroma Croatia_BA 1.8% 140 Russian_Kostroma Hungary_EBA 1.1% 141 Russian_Kostroma Bulgaria_BeliBreyag 1% 142 Russian_Krasnoborsky Netherlands_MBA 45.7% 143 Russian_Krasnoborsky Czech_CordedWare 4% 144 Russian_Krasnoborsky Russia_Sosnoviy 3.5% 145 Russian_Krasnoborsky Germany_CordedWare 1.6% 146 Russian_Krasnoborsky Croatia_BA 1.4% 147 Russian_Krasnoborsky Levant_Ebla 1.4% 148 Russian_Kursk Netherlands_MBA 18.6% 149 Russian_Kursk Czech_CordedWare 16% 150 Russian_Kursk Germany_CordedWare 8.8% 151 Russian_Kursk Croatia_BA 3.4% 152 Russian_Kursk Greece_Minoan 1.2% 153 Russian_Kursk Serbia_LBA 1.2% 154 Russian_Kursk Hungary_EBA 1.2% 155 Russian_Kursk Poland_EBA 1.1% 156 Russian_Leshukonsky Netherlands_MBA 41.7% 157 Russian_Leshukonsky Levant_Ebla 2% 158 Russian_Leshukonsky Russia_EBA 1.4% 159 Russian_Leshukonsky Russia_Tver 1.1% 160 Russian_Leshukonsky Russia_Sosnoviy 1.1% 161 Russian_Orel Germany_CordedWare 9.5% 162 Russian_Orel Czech_CordedWare 9.1% 163 Russian_Orel Netherlands_MBA 5.7% 164 Russian_Orel Croatia_BA 4.5% 165 Russian_Orel Greece_Minoan 1.9% 166 Russian_Orel Serbia_LBA 1.4% 167 Russian_Orel Hungary_EBA 1.4% 168 Russian_Orel Bahamas_Taino 1.2% 169 Russian_Orel Russia_Sosnoviy 1.2% 170 Russian_Orel Kyrgyzstan_TianShan 1.1% 171 Russian_Orel Levant_Ebla 1.1% 172 Russian_Pinega Netherlands_MBA 41% 173 Russian_Pinega Russia_Sosnoviy 2.9% 174 Russian_Pinega Poland_EBA 2.1% 175 Russian_Pinega Croatia_BA 1.9% 176 Russian_Pinega Germany_CordedWare 1.7% 177 Russian_Pinega Levant_Ebla 1.6% 178 Russian_Pinega Russia_Tver 1.3% 179 Russian_Pinega Bahamas_Taino 1% 180 Russian_Pinezhsky Netherlands_MBA 63.9% 181 Russian_Pinezhsky Levant_Ebla 1% 182 Russian_Pskov Netherlands_MBA 70.5% 183 Russian_Pskov Russia_Sosnoviy 2.2% 184 Russian_Pskov Croatia_BA 1.1% 185 Russian_Ryazan Germany_CordedWare 16.6% 186 Russian_Ryazan Netherlands_MBA 8% 187 Russian_Ryazan Croatia_BA 4.5% 188 Russian_Ryazan Czech_CordedWare 2.8% 189 Russian_Ryazan Greece_Minoan 1.9% 190 Russian_Ryazan Poland_EBA 1.9% 191 Russian_Ryazan Hungary_EBA 1.4% 192 Russian_Ryazan Slovakia_Mikusovce 1.2% 193 Russian_Ryazan Syria_Ebla 1.1% 194 Russian_Smolensk Germany_CordedWare 12.4% 195 Russian_Smolensk Netherlands_MBA 10.8% 196 Russian_Smolensk Croatia_BA 4.6% 197 Russian_Smolensk Hungary_EBA 3.2% 198 Russian_Smolensk Serbia_LBA 2.3% 199 Russian_Smolensk Greece_Minoan 1.9% 200 Russian_Smolensk Germany_SouthernGermany 1.7% 201 Russian_Smolensk Czech_CordedWare 1.3% 202 Russian_Smolensk Poland_EBA 1.2% 203 Russian_Smolensk Levant_Ebla 1% 204 Russian_Tver Netherlands_MBA 59.8% 205 Russian_Tver Germany_CordedWare 6.3% 206 Russian_Tver Croatia_BA 1.7% 207 Russian_Tver France_BA 1.4% 208 Russian_Voronez Czech_CordedWare 16.1% 209 Russian_Voronez Germany_CordedWare 6.7% 210 Russian_Voronez Netherlands_MBA 5.3% 211 Russian_Voronez Croatia_BA 4.4% 212 Russian_Voronez Serbia_LBA 3.7% 213 Russian_Voronez Germany_SouthernGermany 1.9% 214 Russian_Voronez Bulgaria_BeliBreyag 1.4% 215 Russian_Voronez Poland_EBA 1.3% 216 Russian_Voronez Hungary_EBA 1.3% 217 Russian_Voronez Levant_Ebla 1% 218 Russian_Voronez Turkey_Hellenistic 1% 219 Russian_Voronez Kyrgyzstan_TianShan 1% 220 Russian_Yaroslavl Netherlands_MBA 27.1% 221 Russian_Yaroslavl Czech_CordedWare 3.9% 222 Russian_Yaroslavl Croatia_BA 3.6% 223 Russian_Yaroslavl Russia_Sosnoviy 2.5% 224 Russian_Yaroslavl Germany_CordedWare 2% 225 Russian_Yaroslavl Turkey_Hellenistic 1.9% 226 Russian_Yaroslavl Italy_Sardinia 1.4% 227 Russian_Yaroslavl Greece_Minoan 1.4% 228 Russian_Yaroslavl Serbia_LBA 1.2% 229 Russian_Yaroslavl Hungary_EBA 1.1% 230 Serbian Czech_CordedWare 6.3% 231 Serbian Hungary_EBA 2.8% 232 Serbian Serbia_LBA 2.4% 233 Serbian France_BA 2.2% 234 Serbian Croatia_BA 2.1% 235 Serbian Bulgaria_BeliBreyag 1.9% 236 Serbian Turkey_Hellenistic 1.6% 237 Serbian Croatia_Vucedol 1.6% 238 Serbian Greece_Minoan 1.4% 239 Serbian Croatia_Jagodnjak 1.1% 240 Serbian Slovakia_Mikusovce 1% 241 Serbian Portugal_Conimbriga 1% 242 Ukrainian_Chernihiv Germany_CordedWare 15.2% 243 Ukrainian_Chernihiv Netherlands_MBA 8.7% 244 Ukrainian_Chernihiv Czech_CordedWare 5.8% 245 Ukrainian_Chernihiv Croatia_BA 4.7% 246 Ukrainian_Chernihiv Hungary_EBA 3.3% 247 Ukrainian_Chernihiv Serbia_LBA 2.3% 248 Ukrainian_Chernihiv Greece_Minoan 1.4% 249 Ukrainian_Chernihiv Germany_SouthernGermany 1.2% 250 Ukrainian_Chernihiv Levant_Ebla 1.1% 251 Ukrainian_Chernihiv Kyrgyzstan_TianShan 1% 252 Ukrainian_Dnipro Czech_CordedWare 19% 253 Ukrainian_Dnipro Netherlands_MBA 10.4% 254 Ukrainian_Dnipro Croatia_BA 3.8% 255 Ukrainian_Dnipro Hungary_EBA 2.9% 256 Ukrainian_Dnipro Serbia_LBA 2.1% 257 Ukrainian_Dnipro Germany_CordedWare 1.9% 258 Ukrainian_Dnipro Germany_SouthernGermany 1.2% 259 Ukrainian_Dnipro Greece_Minoan 1% 260 Ukrainian_Lviv Czech_CordedWare 16.2% 261 Ukrainian_Lviv Croatia_BA 4.2% 262 Ukrainian_Lviv Serbia_LBA 3.9% 263 Ukrainian_Lviv Hungary_EBA 3.4% 264 Ukrainian_Lviv Greece_Minoan 2% 265 Ukrainian_Lviv Germany_CordedWare 1.5% 266 Ukrainian_Lviv Germany_EBA 1.4% 267 Ukrainian_Lviv France_Occitanie 1.2% 268 Ukrainian_Lviv France_BA 1.2% 269 Ukrainian_Lviv Germany_SouthernGermany 1% 270 Ukrainian_Rivne Czech_CordedWare 16.7% 271 Ukrainian_Rivne Germany_CordedWare 11.6% 272 Ukrainian_Rivne Netherlands_MBA 9.9% 273 Ukrainian_Rivne Croatia_BA 3.7% 274 Ukrainian_Rivne Hungary_EBA 2.9% 275 Ukrainian_Rivne Serbia_LBA 1.8% 276 Ukrainian_Rivne Greece_Minoan 1.5% 277 Ukrainian_Sumy Netherlands_MBA 8.7% 278 Ukrainian_Sumy Croatia_BA 5.1% 279 Ukrainian_Sumy Serbia_LBA 3.8% 280 Ukrainian_Sumy Hungary_EBA 3.2% 281 Ukrainian_Sumy Germany_CordedWare 2.7% 282 Ukrainian_Sumy Germany_SouthernGermany 1.9% 283 Ukrainian_Sumy Syria_Ebla 1.5% 284 Ukrainian_Sumy Czech_CordedWare 1.5% 285 Ukrainian_Sumy Greece_Minoan 1.3% 286 Ukrainian_Sumy Poland_EBA 1.2% 287 Ukrainian_Sumy Levant_Ebla 1.2% 288 Ukrainian_Sumy Turkey_Hellenistic 1.1% 289 Ukrainian_Zakarpattia Czech_CordedWare 88.8% 290 Ukrainian_Zhytomyr Czech_CordedWare 18.1% 291 Ukrainian_Zhytomyr Croatia_BA 4.2% 292 Ukrainian_Zhytomyr Netherlands_MBA 3.5% 293 Ukrainian_Zhytomyr Hungary_EBA 3.4% 294 Ukrainian_Zhytomyr Germany_CordedWare 1.9% 295 Ukrainian_Zhytomyr Serbia_LBA 1.7% 296 Ukrainian_Zhytomyr Greece_Minoan 1.6% 297 Ukrainian_Zhytomyr Germany_SouthernGermany 1.3% 298 Ukrainian_Zhytomyr Poland_EBA 1.2% 299 Ukrainian_Zhytomyr Levant_Ebla 1% 300 Ukrainian_Zhytomyr_o Bulgaria_BeliBreyag 3.4% 301 Ukrainian_Zhytomyr_o Lebanon_MBA 1.7% 302 Ukrainian_Zhytomyr_o Hungary_MBA 1.7% 303 Ukrainian_Zhytomyr_o Armenia_MBA 1.5% 304 Ukrainian_Zhytomyr_o Armenia_Lchashen 1.4% 305 Ukrainian_Zhytomyr_o Slovakia_Mikusovce 1.3% 306 Ukrainian_Zhytomyr_o Ukraine_GlobularAmphora 1.2% 307 Ukrainian_Zhytomyr_o Iran_Hasanlu 1.1%
In [61]:
options(repr.plot.width = 12, repr.plot.height = 12, repr.plot.res = 400)
In [62]:
plotfun(mprd %>% sample_n(16),lsz = 2,nrw = 4)
IronAge
In [300]:
mdl = myfun(na.omit(iad),e = 0.5,a = 1,l = 10)
[1] "Number of classes: 129" [1] "Split into test and train samples" [1] 591 26 [1] 197 26 [1] "Starting XGBoost training" [1] train-mlogloss:4.496463 test-mlogloss:4.464959 [26] train-mlogloss:2.439974 test-mlogloss:2.992633 [51] train-mlogloss:1.889101 test-mlogloss:2.780811 [76] train-mlogloss:1.621736 test-mlogloss:2.710373 [100] train-mlogloss:1.464849 test-mlogloss:2.673704 # A tibble: 15 × 5 row label variable value maxval <int> <dbl> <chr> <dbl> <dbl> 1 94 26 26 0.933 0.933 2 73 26 26 0.614 0.614 3 46 23 26 0.596 0.596 4 125 49 58 0.273 0.273 5 158 88 88 0.333 0.333 6 196 127 107 0.249 0.249 7 150 76 76 0.824 0.824 8 162 92 92 0.503 0.503 9 99 30 14 0.116 0.116 10 105 35 107 0.424 0.424 11 183 117 17 0.101 0.101 12 181 110 44 0.189 0.189 13 12 7 7 0.803 0.803 14 85 26 26 0.928 0.928 15 63 26 26 0.756 0.756 [1] "test-error = 0.543147208121827"
In [301]:
mprd = mypfun(mdl,iad,ppl)
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
name eth value 1 MD Italy_Sardinia 6.01% 2 MD Iran_Hasanlu 2.48% 3 MD Greece_Delphi 2.16% 4 MN France_LesMarmousets 4% 5 MN Iran_Hasanlu 2.8% 6 MN Italy_Sardinia 2.4% 7 MN ChannelIslands_EIA 2.19% 8 MN Slovakia_IA 2.02% 9 RN Italy_Sardinia 3.99% 10 RN France_LesMarmousets 2.93% 11 RN Slovakia_BytcaHrabove 2.88% 12 RN Iran_Hasanlu 2.47% 13 TP Hungary_EIA 9.03% 14 TP Poland_Kowalewko 8.7% 15 TP Croatia_LIA 6.21% 16 TP Norway_IA 4.96% 17 TP Poland_Gaski 3.69% 18 TP Poland_Maslomecz 2.69% 19 TP Slovakia_BytcaHrabove 12.26%
In [302]:
mprd = mypfun2(mdl,iad,ppl)
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)`
[1] "Using 129 populations"
Joining with `by = join_by(variable)` `summarise()` has grouped output by 'name'. You can override using the `.groups` argument.
In [303]:
plotfun3(mprd)
Warning message: “ggrepel: 7 unlabeled data points (too many overlaps). Consider increasing max.overlaps”
In [67]:
mprd = mypfun(mdl,iad,smpls)
[1] "Using 124 populations"
Joining with `by = join_by(variable)`
name eth value 1 Ashkenazi_Belarussia Armenia_LBA 1.4% 2 Ashkenazi_Belarussia Italy_Tuscany 1.4% 3 Ashkenazi_Belarussia Iran_Hasanlu 1.4% 4 Ashkenazi_Belarussia Slovakia_IA 1.3% 5 Ashkenazi_Belarussia France_LesMarmousets 1.3% 6 Ashkenazi_Belarussia Italy_Lazio 1.2% 7 Ashkenazi_Belarussia Kyrgyzstan_TianShan 1.1% 8 Ashkenazi_Belarussia Moldova_Cimmerian 1.1% 9 Ashkenazi_Belarussia Kazakstan_Sargat 1.1% 10 Ashkenazi_Belarussia Spain_EIA 1.1% 11 Ashkenazi_Belarussia Israel_IA 1% 12 Ashkenazi_Belarussia Iran_HajjiFiruz 1% 13 Ashkenazi_Belarussia Montenegro_IA 1% 14 Ashkenazi_Belarussia Scotland_MIA 1% 15 Ashkenazi_Belarussia Mongolia_Uvs 1% 16 Ashkenazi_Belarussia Kazakhstan_Turk 1% 17 Ashkenazi_Lithuania Slovakia_IA 1.7% 18 Ashkenazi_Lithuania France_LesMarmousets 1.5% 19 Ashkenazi_Lithuania Armenia_LBA 1.4% 20 Ashkenazi_Lithuania Iran_HajjiFiruz 1.3% 21 Ashkenazi_Lithuania Italy_Tuscany 1.3% 22 Ashkenazi_Lithuania Hungary_EIA 1.3% 23 Ashkenazi_Lithuania Iran_Hasanlu 1.3% 24 Ashkenazi_Lithuania Italy_Lazio 1.1% 25 Ashkenazi_Lithuania Mongolia_Uvs 1.1% 26 Ashkenazi_Lithuania Armenia_UrartianEmpire 1.1% 27 Ashkenazi_Lithuania Kyrgyzstan_TianShan 1.1% 28 Ashkenazi_Lithuania Kazakstan_Sargat 1.1% 29 Ashkenazi_Lithuania Israel_IA 1% 30 Ashkenazi_Lithuania Moldova_Cimmerian 1% 31 Ashkenazi_Lithuania Spain_EIA 1% 32 Ashkenazi_Lithuania Scotland_MIA 1% 33 Ashkenazi_Lithuania Kazakhstan_Turk 1% 34 Ashkenazi_Ukraine France_LesMarmousets 3.8% 35 Ashkenazi_Ukraine Slovakia_IA 1.8% 36 Ashkenazi_Ukraine Italy_Tuscany 1.3% 37 Ashkenazi_Ukraine Iran_Hasanlu 1.3% 38 Ashkenazi_Ukraine Italy_Lazio 1.2% 39 Ashkenazi_Ukraine ChannelIslands_EIA 1.1% 40 Ashkenazi_Ukraine Slovakia_BytcaHrabove 1.1% 41 Ashkenazi_Ukraine Kyrgyzstan_TianShan 1.1% 42 Ashkenazi_Ukraine Kazakstan_Sargat 1.1% 43 Ashkenazi_Ukraine Israel_IA 1% 44 Ashkenazi_Ukraine Turkey_Hellenistic 1% 45 Ashkenazi_Ukraine Spain_EIA 1% 46 Ashkenazi_Ukraine Armenia_UrartianEmpire 1% 47 Ashkenazi_Ukraine Italy_Sardinia 1% 48 Ashkenazi_Ukraine Scotland_MIA 1% 49 Ashkenazi_Ukraine Moldova_Cimmerian 1% 50 Belarusian Slovakia_BytcaHrabove 45.3% 51 Belarusian Hungary_EIA 14.9% 52 Belarusian Nordland_IA 3.2% 53 Belarusian Norway_IA 1.6% 54 Belarusian Slovakia_Mikusovce 1% 55 Bosnian Hungary_EIA 35.6% 56 Bosnian Slovakia_BytcaHrabove 22.9% 57 Bosnian England_LIA 1.3% 58 Bosnian Croatia_LIA 1.2% 59 Cossack_Ukrainian Slovakia_BytcaHrabove 36.2% 60 Cossack_Ukrainian Hungary_EIA 15.8% 61 Cossack_Ukrainian Croatia_LIA 2.4% 62 Cossack_Ukrainian Norway_IA 1.7% 63 Cossack_Ukrainian Macedonia_Classical 1.6% 64 Cossack_Ukrainian Nordland_IA 1.4% 65 Cossack_Ukrainian Slovakia_Mikusovce 1.2% 66 Croatian Hungary_EIA 33.1% 67 Croatian Slovakia_BytcaHrabove 27.1% 68 Croatian Croatia_LIA 2.8% 69 Czech Slovakia_BytcaHrabove 19.2% 70 Czech Hungary_EIA 16.9% 71 Czech Croatia_LIA 5.3% 72 Czech England_LIA 1.2% 73 Czech Norway_IA 1.1% 74 Czech Egypt_ThirdIntermediatePeriod 1.1% 75 Estonian Hungary_EIA 15.8% 76 Estonian Slovakia_BytcaHrabove 12.4% 77 Estonian Nordland_IA 8.1% 78 Estonian Norway_IA 3% 79 Estonian Croatia_LIA 1.8% 80 Estonian Kazakhstan_Nomad 1.6% 81 Estonian Slovakia_Mikusovce 1.4% 82 Estonian England_EIA 1.2% 83 Estonian Sudan_EarlyChristian 1.2% 84 Estonian Russia_Samara 1.2% 85 Estonian England_LIA 1.1% 86 Estonian Greece_Delphi 1% 87 Estonian Kazakstan_Sargat 1% 88 Ingrian Slovakia_BytcaHrabove 15% 89 Ingrian Nordland_IA 5.3% 90 Ingrian Hungary_EIA 5.1% 91 Ingrian Norway_IA 2.9% 92 Ingrian Scotland_EIA 1.8% 93 Ingrian Kazakhstan_Nomad 1.5% 94 Ingrian Russia_Samara 1.5% 95 Ingrian Egypt_ThirdIntermediatePeriod 1.5% 96 Ingrian Croatia_LIA 1.4% 97 Ingrian Sudan_EarlyChristian 1.4% 98 Ingrian Kazakstan_Sargat 1.2% 99 Ingrian England_LIA 1.1% 100 Ingrian England_IA 1% 101 Ingrian Slovakia_IA 1% 102 Karelian Slovakia_BytcaHrabove 9.5% 103 Karelian Nordland_IA 7.4% 104 Karelian Hungary_EIA 4.6% 105 Karelian Norway_IA 3% 106 Karelian Kazakhstan_Nomad 2.1% 107 Karelian Scotland_EIA 1.9% 108 Karelian Sudan_EarlyChristian 1.5% 109 Karelian Russia_Samara 1.4% 110 Karelian Kazakstan_Sargat 1.4% 111 Karelian Egypt_ThirdIntermediatePeriod 1.3% 112 Karelian England_IA 1.1% 113 Karelian Slovakia_IA 1.1% 114 Karelian Kazakhstan_Kipchak2 1.1% 115 Karelian Czech_LBA 1.1% 116 Lak Armenia_IA 33.8% 117 Lak Armenia_LBA 6.8% 118 Lak Armenia_EIA 3.3% 119 Lak Russia_Samara 2.6% 120 Lak Armenia_Beniamin 2% 121 Lak Armenia_Achaemenid 1.8% 122 Lak Kazakstan_Sargat 1.3% 123 Lak France_LesMarmousets 1.1% 124 Latvian Hungary_EIA 28% 125 Latvian Slovakia_BytcaHrabove 17.2% 126 Latvian Nordland_IA 5.7% 127 Latvian Norway_IA 2.4% 128 Latvian England_EIA 1.8% 129 Latvian Croatia_LIA 1.1% 130 Latvian Slovakia_Mikusovce 1% 131 Lithuanian_PA Hungary_EIA 29.2% 132 Lithuanian_PA Slovakia_BytcaHrabove 28.1% 133 Lithuanian_PA Nordland_IA 4.3% 134 Lithuanian_PA Norway_IA 1.8% 135 Lithuanian_PA Croatia_LIA 1.6% 136 Lithuanian_PA Kazakhstan_Nomad 1% 137 Lithuanian_PA England_EIA 1% 138 Lithuanian_PZ Slovakia_BytcaHrabove 26.1% 139 Lithuanian_PZ Hungary_EIA 15% 140 Lithuanian_PZ Nordland_IA 5.8% 141 Lithuanian_PZ England_EIA 3.3% 142 Lithuanian_PZ Norway_IA 2.5% 143 Lithuanian_PZ Slovakia_Mikusovce 1.9% 144 Lithuanian_PZ Croatia_LIA 1.2% 145 Lithuanian_PZ Kazakhstan_Nomad 1% 146 Lithuanian_RA Slovakia_BytcaHrabove 44.2% 147 Lithuanian_RA Hungary_EIA 24.5% 148 Lithuanian_RA Nordland_IA 3.2% 149 Lithuanian_RA Norway_IA 1.4% 150 Lithuanian_RA Croatia_LIA 1.3% 151 Lithuanian_SZ Hungary_EIA 28.1% 152 Lithuanian_SZ Slovakia_BytcaHrabove 23.5% 153 Lithuanian_SZ Nordland_IA 5.2% 154 Lithuanian_SZ Norway_IA 2% 155 Lithuanian_SZ England_EIA 1.1% 156 Lithuanian_SZ Kazakhstan_Nomad 1% 157 Lithuanian_VA Hungary_EIA 31.9% 158 Lithuanian_VA Slovakia_BytcaHrabove 21.9% 159 Lithuanian_VA Nordland_IA 4.6% 160 Lithuanian_VA Norway_IA 2.1% 161 Lithuanian_VA Croatia_LIA 1.5% 162 Lithuanian_VA England_EIA 1.1% 163 Lithuanian_VZ Hungary_EIA 28.5% 164 Lithuanian_VZ Slovakia_BytcaHrabove 23.3% 165 Lithuanian_VZ Nordland_IA 4.8% 166 Lithuanian_VZ Norway_IA 2% 167 Lithuanian_VZ England_EIA 1.2% 168 Lithuanian_VZ Croatia_LIA 1.1% 169 Lithuanian_VZ Slovakia_Mikusovce 1% 170 North_Ossetian Armenia_IA 87.9% 171 North_Ossetian Armenia_Beniamin 2.4% 172 Ossetian Armenia_IA 84.8% 173 Ossetian Armenia_Beniamin 2.6% 174 Ossetian Armenia_Achaemenid 1.6% 175 Polish Hungary_EIA 25.6% 176 Polish Slovakia_BytcaHrabove 22.4% 177 Polish Nordland_IA 2% 178 Polish England_EIA 2% 179 Polish Norway_IA 1.7% 180 Polish Croatia_LIA 1.4% 181 Polish_Kashubian Slovakia_BytcaHrabove 26.1% 182 Polish_Kashubian Hungary_EIA 18.5% 183 Polish_Kashubian Nordland_IA 5.6% 184 Polish_Kashubian Norway_IA 2.2% 185 Polish_Kashubian Scotland_EIA 2.1% 186 Polish_Kashubian Croatia_LIA 1.6% 187 Polish_Kashubian England_EIA 1.5% 188 Polish_Kashubian Sudan_EarlyChristian 1.2% 189 Polish_Kashubian Italy_Sardinia 1.1% 190 Polish_Kashubian Greece_Delphi 1.1% 191 Polish_Silesian Hungary_EIA 36.6% 192 Polish_Silesian Slovakia_BytcaHrabove 11% 193 Polish_Silesian Sudan_EarlyChristian 1.3% 194 Polish_Silesian Norway_IA 1.2% 195 Polish_Silesian Nordland_IA 1.1% 196 Russian_Belgorod Slovakia_BytcaHrabove 39% 197 Russian_Belgorod Hungary_EIA 22.7% 198 Russian_Kaluga Slovakia_BytcaHrabove 21.9% 199 Russian_Kaluga Hungary_EIA 7.3% 200 Russian_Kaluga Nordland_IA 4.9% 201 Russian_Kaluga Norway_IA 2.6% 202 Russian_Kaluga Slovakia_Mikusovce 1.6% 203 Russian_Kaluga Scotland_EIA 1.4% 204 Russian_Kaluga Sudan_EarlyChristian 1.3% 205 Russian_Kaluga England_EIA 1.1% 206 Russian_Kaluga Kazakstan_Sargat 1.1% 207 Russian_Kaluga Croatia_LIA 1% 208 Russian_Kaluga Greece_Delphi 1% 209 Russian_Kostroma Hungary_EIA 18.8% 210 Russian_Kostroma Slovakia_BytcaHrabove 15.1% 211 Russian_Kostroma Nordland_IA 4.3% 212 Russian_Kostroma Norway_IA 2.2% 213 Russian_Kostroma Kazakstan_Sargat 1.2% 214 Russian_Kostroma Sudan_EarlyChristian 1.2% 215 Russian_Kostroma Russia_Samara 1.1% 216 Russian_Krasnoborsky Slovakia_BytcaHrabove 14.4% 217 Russian_Krasnoborsky Hungary_EIA 8.6% 218 Russian_Krasnoborsky Nordland_IA 5% 219 Russian_Krasnoborsky Norway_IA 2.7% 220 Russian_Krasnoborsky Kazakhstan_Nomad 1.5% 221 Russian_Krasnoborsky Kazakstan_Sargat 1.4% 222 Russian_Krasnoborsky Sudan_EarlyChristian 1.4% 223 Russian_Krasnoborsky Russia_Samara 1.3% 224 Russian_Krasnoborsky Croatia_LIA 1.1% 225 Russian_Krasnoborsky Czech_LBA 1% 226 Russian_Krasnoborsky Scotland_EIA 1% 227 Russian_Krasnoborsky Greece_Delphi 1% 228 Russian_Kursk Hungary_EIA 30.8% 229 Russian_Kursk Slovakia_BytcaHrabove 26% 230 Russian_Kursk Nordland_IA 2.2% 231 Russian_Kursk Norway_IA 1.5% 232 Russian_Kursk Croatia_LIA 1.5% 233 Russian_Leshukonsky Nordland_IA 5.7% 234 Russian_Leshukonsky Russia_Samara 3.6% 235 Russian_Leshukonsky Hungary_EIA 3.4% 236 Russian_Leshukonsky Norway_IA 3% 237 Russian_Leshukonsky Kazakhstan_Nomad 2.4% 238 Russian_Leshukonsky Romback_IA 2% 239 Russian_Leshukonsky Kazakhstan_Kipchak2 1.9% 240 Russian_Leshukonsky Slovakia_BytcaHrabove 1.7% 241 Russian_Leshukonsky Kazakstan_Sargat 1.7% 242 Russian_Leshukonsky Sudan_EarlyChristian 1.6% 243 Russian_Leshukonsky England_IA 1.3% 244 Russian_Leshukonsky Armenia_Achaemenid 1.2% 245 Russian_Leshukonsky Macedonia_IA 1.2% 246 Russian_Leshukonsky Czech_LBA 1.2% 247 Russian_Leshukonsky Syria_Ebla 1% 248 Russian_Orel Slovakia_BytcaHrabove 35.7% 249 Russian_Orel Hungary_EIA 24.1% 250 Russian_Orel Norway_IA 1.4% 251 Russian_Orel Nordland_IA 1.3% 252 Russian_Pinega Slovakia_BytcaHrabove 10% 253 Russian_Pinega Nordland_IA 7.5% 254 Russian_Pinega Hungary_EIA 6.3% 255 Russian_Pinega Russia_Samara 2.8% 256 Russian_Pinega Norway_IA 2.7% 257 Russian_Pinega Scotland_EIA 2% 258 Russian_Pinega Kazakhstan_Nomad 1.9% 259 Russian_Pinega Sudan_EarlyChristian 1.5% 260 Russian_Pinega Kazakstan_Sargat 1.4% 261 Russian_Pinega Kazakhstan_Kipchak2 1.3% 262 Russian_Pinega Greece_Delphi 1.1% 263 Russian_Pinega Slovakia_IA 1.1% 264 Russian_Pinega England_IA 1% 265 Russian_Pinezhsky Nordland_IA 7.8% 266 Russian_Pinezhsky Kazakhstan_Nomad 5.2% 267 Russian_Pinezhsky Hungary_EIA 4.8% 268 Russian_Pinezhsky Slovakia_BytcaHrabove 4% 269 Russian_Pinezhsky Norway_IA 3% 270 Russian_Pinezhsky Russia_Samara 2.5% 271 Russian_Pinezhsky Scotland_EIA 1.9% 272 Russian_Pinezhsky Sudan_EarlyChristian 1.5% 273 Russian_Pinezhsky Kazakstan_Sargat 1.3% 274 Russian_Pinezhsky England_IA 1.2% 275 Russian_Pinezhsky Greece_Delphi 1.2% 276 Russian_Pinezhsky Slovakia_IA 1.1% 277 Russian_Pinezhsky Kazakhstan_Kipchak2 1.1% 278 Russian_Pinezhsky Czech_LBA 1.1% 279 Russian_Pinezhsky Moldova_Cimmerian 1.1% 280 Russian_Pskov Slovakia_BytcaHrabove 27.2% 281 Russian_Pskov Hungary_EIA 25.4% 282 Russian_Pskov Nordland_IA 3.4% 283 Russian_Pskov Norway_IA 1.8% 284 Russian_Ryazan Hungary_EIA 23% 285 Russian_Ryazan Slovakia_BytcaHrabove 18.7% 286 Russian_Ryazan Nordland_IA 3.1% 287 Russian_Ryazan Norway_IA 1.6% 288 Russian_Ryazan Croatia_LIA 1.5% 289 Russian_Ryazan Scotland_EIA 1.1% 290 Russian_Ryazan Sudan_EarlyChristian 1.1% 291 Russian_Ryazan Kazakstan_Sargat 1.1% 292 Russian_Smolensk Slovakia_BytcaHrabove 31.7% 293 Russian_Smolensk Hungary_EIA 13.9% 294 Russian_Smolensk Nordland_IA 3.2% 295 Russian_Smolensk Norway_IA 2% 296 Russian_Smolensk England_EIA 1.7% 297 Russian_Smolensk Greece_Delphi 1.3% 298 Russian_Smolensk Slovakia_Mikusovce 1% 299 Russian_Tver Hungary_EIA 47.8% 300 Russian_Tver Slovakia_BytcaHrabove 13.6% 301 Russian_Tver Nordland_IA 2.5% 302 Russian_Tver Norway_IA 1.3% 303 Russian_Voronez Slovakia_BytcaHrabove 25.9% 304 Russian_Voronez Hungary_EIA 20.3% 305 Russian_Voronez Norway_IA 2% 306 Russian_Voronez Nordland_IA 1.9% 307 Russian_Voronez Slovakia_Mikusovce 1.6% 308 Russian_Voronez Croatia_LIA 1.1% 309 Russian_Voronez Sudan_EarlyChristian 1% 310 Russian_Yaroslavl Hungary_EIA 17.5% 311 Russian_Yaroslavl Slovakia_BytcaHrabove 15.7% 312 Russian_Yaroslavl Nordland_IA 3.8% 313 Russian_Yaroslavl Norway_IA 2.3% 314 Russian_Yaroslavl Croatia_LIA 1.9% 315 Russian_Yaroslavl Kazakhstan_Nomad 1.8% 316 Russian_Yaroslavl Kazakstan_Sargat 1.3% 317 Russian_Yaroslavl Sudan_EarlyChristian 1.2% 318 Russian_Yaroslavl Russia_Samara 1% 319 Serbian Hungary_EIA 40.6% 320 Serbian Slovakia_BytcaHrabove 24.9% 321 Serbian ChannelIslands_EIA 2.4% 322 Ukrainian_Chernihiv Slovakia_BytcaHrabove 34.4% 323 Ukrainian_Chernihiv Hungary_EIA 25% 324 Ukrainian_Chernihiv Croatia_LIA 1.4% 325 Ukrainian_Chernihiv Nordland_IA 1.4% 326 Ukrainian_Chernihiv Norway_IA 1.3% 327 Ukrainian_Dnipro Hungary_EIA 28.2% 328 Ukrainian_Dnipro Slovakia_BytcaHrabove 25.4% 329 Ukrainian_Dnipro Nordland_IA 1.4% 330 Ukrainian_Dnipro Croatia_LIA 1.3% 331 Ukrainian_Dnipro Norway_IA 1.2% 332 Ukrainian_Lviv Slovakia_BytcaHrabove 35.5% 333 Ukrainian_Lviv Hungary_EIA 22.4% 334 Ukrainian_Lviv Croatia_LIA 1.5% 335 Ukrainian_Rivne Slovakia_BytcaHrabove 34.4% 336 Ukrainian_Rivne Hungary_EIA 24.3% 337 Ukrainian_Rivne Nordland_IA 2.1% 338 Ukrainian_Rivne Norway_IA 1.2% 339 Ukrainian_Rivne Croatia_LIA 1.1% 340 Ukrainian_Sumy Slovakia_BytcaHrabove 32.2% 341 Ukrainian_Sumy Hungary_EIA 16.7% 342 Ukrainian_Sumy Croatia_LIA 1.5% 343 Ukrainian_Sumy Nordland_IA 1.5% 344 Ukrainian_Sumy Norway_IA 1.5% 345 Ukrainian_Zakarpattia Hungary_EIA 28% 346 Ukrainian_Zakarpattia Slovakia_BytcaHrabove 23.4% 347 Ukrainian_Zakarpattia Croatia_LIA 2% 348 Ukrainian_Zhytomyr Slovakia_BytcaHrabove 32.5% 349 Ukrainian_Zhytomyr Hungary_EIA 14% 350 Ukrainian_Zhytomyr Norway_IA 1.9% 351 Ukrainian_Zhytomyr Nordland_IA 1.8% 352 Ukrainian_Zhytomyr Scotland_EIA 1% 353 Ukrainian_Zhytomyr_o France_LesMarmousets 3.3% 354 Ukrainian_Zhytomyr_o Slovakia_BytcaHrabove 2.1% 355 Ukrainian_Zhytomyr_o Slovakia_IA 1.6% 356 Ukrainian_Zhytomyr_o Hungary_EIA 1.6% 357 Ukrainian_Zhytomyr_o ChannelIslands_EIA 1.4% 358 Ukrainian_Zhytomyr_o Armenia_LBA 1.4% 359 Ukrainian_Zhytomyr_o Moldova_Cimmerian 1.3% 360 Ukrainian_Zhytomyr_o Iran_Hasanlu 1.3% 361 Ukrainian_Zhytomyr_o Italy_Tuscany 1.3% 362 Ukrainian_Zhytomyr_o Kyrgyzstan_TianShan 1.1% 363 Ukrainian_Zhytomyr_o Kazakstan_Sargat 1.1% 364 Ukrainian_Zhytomyr_o Italy_Lazio 1.1% 365 Ukrainian_Zhytomyr_o Armenia_Achaemenid 1.1% 366 Ukrainian_Zhytomyr_o England_EastYorkshire 1.1% 367 Ukrainian_Zhytomyr_o Syria_Ebla 1.1% 368 Ukrainian_Zhytomyr_o Spain_EIA 1%
In [204]:
options(repr.plot.width = 12, repr.plot.height = 12, repr.plot.res = 400)
In [205]:
plotfun(mprd %>% sample_n(16),lsz = 2,nrw = 4)
Middle Ages
In [226]:
mdl = myfun(na.omit(mad),e = 1,a = 0,l = 15)
[1] "Number of classes: 131" [1] "Split into test and train samples" [1] 727 26 [1] 243 26 [1] "Starting XGBoost training" [1] train-mlogloss:4.236831 test-mlogloss:4.322459 [26] train-mlogloss:1.628838 test-mlogloss:3.342472 [51] train-mlogloss:1.043319 test-mlogloss:3.344535 [76] train-mlogloss:0.791594 test-mlogloss:3.397657 [100] train-mlogloss:0.663981 test-mlogloss:3.449302 # A tibble: 15 × 5 row label variable value maxval <int> <dbl> <chr> <dbl> <dbl> 1 192 110 119 0.156 0.156 2 125 57 57 0.0836 0.0836 3 123 57 65 0.235 0.235 4 91 30 14 0.833 0.833 5 229 119 119 0.386 0.386 6 63 17 119 0.327 0.327 7 181 104 17 0.512 0.512 8 170 85 119 0.289 0.289 9 207 119 30 0.240 0.240 10 12 11 74 0.159 0.159 11 166 85 119 0.310 0.310 12 41 14 14 0.988 0.988 13 160 83 119 0.487 0.487 14 155 75 13 0.0882 0.0882 15 180 102 130 0.969 0.969 [1] "test-error = 0.748971193415638"
In [227]:
mprd = mypfun(mdl,mad,ppl)
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
name eth value 1 MD Turkey_SoutheastByzantine 4.16% 2 MD Turkey_Medieval 3.72% 3 MD Syria_TellMasaikh 3.29% 4 MD Portugal_Miroico 2.07% 5 MD Italy_Lazio 10.6% 6 MN Italy_Lazio 69.69% 7 RN Italy_Lazio 59.3% 8 RN Turkey_SoutheastByzantine 2.44% 9 TP Sweden_EarlyViking 8.12% 10 TP Poland_Konskie 30.76% 11 TP Poland_Balczewo 3.35% 12 TP Denmark_Viking 2.41% 13 TP Poland_Dziekanowice 2.21%
In [228]:
mprd = mypfun2(mdl,mad,ppl)
[1] "Using 131 populations"
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[1] "Using 131 populations"
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[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)`
[1] "Using 131 populations"
Joining with `by = join_by(variable)` `summarise()` has grouped output by 'name'. You can override using the `.groups` argument.
In [229]:
plotfun3(mprd)
Warning message: “ggrepel: 6 unlabeled data points (too many overlaps). Consider increasing max.overlaps”
In [93]:
mprd = mypfun(mdl,mad,smpls)
[1] "Using 163 populations"
Joining with `by = join_by(variable)`
name eth value 1 Ashkenazi_Belarussia Italy_Lazio 66.9% 2 Ashkenazi_Lithuania Italy_Lazio 51.7% 3 Ashkenazi_Lithuania Kyrgyzstan_Saka 1.6% 4 Ashkenazi_Lithuania Israel_Medieval 1.5% 5 Ashkenazi_Lithuania Portugal_Miroico 1.1% 6 Ashkenazi_Lithuania BosniaHerzegovina_Medieval 1% 7 Ashkenazi_Ukraine Italy_Lazio 51.2% 8 Ashkenazi_Ukraine Kyrgyzstan_Saka 1.7% 9 Belarusian Poland_Konskie 7% 10 Belarusian Poland_Milicz 6.4% 11 Belarusian Sweden_EarlyViking 5.3% 12 Belarusian Poland_Niemcza 3.6% 13 Belarusian Poland_Lad 3.3% 14 Belarusian Poland_Oblaczkowo 3.3% 15 Belarusian Poland_Balczewo 2.9% 16 Belarusian Russia_UstBelaya 2.8% 17 Belarusian Mongolia_Uvurkhangai 2.6% 18 Belarusian Poland_Dziekanowice 2.4% 19 Belarusian Poland_Ostrow 2% 20 Belarusian Germany_EMedieval 1.6% 21 Belarusian Jamtland_VA 1.3% 22 Belarusian Serbia_Naissus 1.2% 23 Belarusian Croatia_Sipar 1.2% 24 Belarusian Poland_Legowo 1.1% 25 Belarusian Ukraine_Medieval 1.1% 26 Belarusian Poland_Rumin 1.1% 27 Bosnian Sweden_EarlyViking 8.8% 28 Bosnian Mongolia_Uvurkhangai 4.7% 29 Bosnian Serbia_Naissus 3% 30 Bosnian BosniaHerzegovina_Medieval 2.2% 31 Bosnian Poland_Dziekanowice 2.1% 32 Bosnian Slovakia_Poprad 1.9% 33 Bosnian Denmark_EarlyViking 1.7% 34 Bosnian China_Guangxi 1.6% 35 Bosnian Italy_Lazio 1.5% 36 Bosnian Poland_Balczewo 1.3% 37 Bosnian Slovakia_TesarkeMlynany 1.2% 38 Cossack_Ukrainian Russia_UstBelaya 16.1% 39 Cossack_Ukrainian Poland_Konskie 5.6% 40 Cossack_Ukrainian Uppsala_Late 4.1% 41 Cossack_Ukrainian Jamtland_VA 3% 42 Cossack_Ukrainian Poland_Ostrow 2.7% 43 Cossack_Ukrainian Poland_Niemcza 2.1% 44 Cossack_Ukrainian Poland_Balczewo 2% 45 Cossack_Ukrainian Italy_Sardinia 2% 46 Cossack_Ukrainian Poland_Lad 1.6% 47 Cossack_Ukrainian Poland_Dziekanowice 1.5% 48 Cossack_Ukrainian Poland_Milicz 1.4% 49 Cossack_Ukrainian Serbia_Sirmium 1.2% 50 Cossack_Ukrainian Mongolia_Sukhbaatar 1.1% 51 Cossack_Ukrainian Mongolia_Uvurkhangai 1.1% 52 Cossack_Ukrainian Sweden_EarlyViking 1.1% 53 Croatian Sweden_EarlyViking 10.9% 54 Croatian Italy_Lazio 5.5% 55 Croatian Serbia_Naissus 2.3% 56 Croatian Poland_Dziekanowice 1.8% 57 Croatian BosniaHerzegovina_Medieval 1.6% 58 Croatian Poland_Balczewo 1.2% 59 Croatian Norway_Viking 1.1% 60 Croatian Denmark_EarlyViking 1.1% 61 Croatian Poland_Niemcza 1% 62 Czech Denmark_EarlyViking 5.7% 63 Czech Poland_Konskie 5.1% 64 Czech Sweden_EarlyViking 4.9% 65 Czech Russia_UstBelaya 4% 66 Czech Serbia_Naissus 1.8% 67 Czech Poland_Ostrow 1.7% 68 Czech Croatia_Sipar 1.6% 69 Czech BosniaHerzegovina_Medieval 1.2% 70 Czech Poland_Dziekanowice 1.1% 71 Czech Mongolia_LBA 1.1% 72 Estonian Sweden_EarlyViking 61% 73 Estonian Uppsala_Late 5% 74 Estonian Russia_UstBelaya 1.4% 75 Estonian Spain_Visigoth 1.3% 76 Estonian Poland_Balczewo 1.3% 77 Estonian Poland_Dziekanowice 1.2% 78 Ingrian Uppsala_Late 36.7% 79 Ingrian Sweden_EarlyViking 14.1% 80 Ingrian Russia_UstBelaya 5.5% 81 Ingrian Jamtland_VA 3.2% 82 Ingrian Croatia_Sipar 1.3% 83 Ingrian Poland_Balczewo 1.2% 84 Ingrian Germany_EMedieval 1% 85 Karelian Uppsala_Late 41% 86 Karelian Russia_UstBelaya 20.4% 87 Karelian Jamtland_VA 1.8% 88 Karelian Germany_EMedieval 1.4% 89 Karelian Sweden_EarlyViking 1.1% 90 Karelian Poland_Balczewo 1% 91 Lak Romania_Medieval 27.5% 92 Lak Macedonia_Medieval 8.9% 93 Lak Turkey_Medieval 7.8% 94 Lak Argentina_NorthTierradelFuego 3.2% 95 Lak England_MIA 3.1% 96 Lak Kenya_Kakapel 1.5% 97 Lak BosniaHerzegovina_Medieval 1.1% 98 Latvian Sweden_EarlyViking 58.8% 99 Latvian Poland_Santok 5.1% 100 Latvian Russia_UstBelaya 3.9% 101 Latvian Poland_Konskie 3.4% 102 Latvian Poland_Oblaczkowo 2.3% 103 Latvian Spain_Visigoth 1.6% 104 Latvian Uppsala_Late 1.5% 105 Latvian Poland_Milicz 1.4% 106 Latvian Poland_Dziekanowice 1% 107 Latvian Poland_Niemcza 1% 108 Latvian Poland_Balczewo 1% 109 Lithuanian_PA Sweden_EarlyViking 14.6% 110 Lithuanian_PA Poland_Milicz 5.7% 111 Lithuanian_PA Poland_Santok 5.2% 112 Lithuanian_PA Poland_Konskie 4.6% 113 Lithuanian_PA Poland_Dziekanowice 3.1% 114 Lithuanian_PA Poland_Oblaczkowo 3.1% 115 Lithuanian_PA Poland_Niemcza 2.8% 116 Lithuanian_PA Poland_Balczewo 2.8% 117 Lithuanian_PA Russia_UstBelaya 2.2% 118 Lithuanian_PA Poland_Lad 2.1% 119 Lithuanian_PA Poland_Ostrow 2% 120 Lithuanian_PA Mongolia_Uvurkhangai 1.4% 121 Lithuanian_PA Germany_EMedieval 1.3% 122 Lithuanian_PA Serbia_Naissus 1.3% 123 Lithuanian_PA Uppsala_Late 1.2% 124 Lithuanian_PA Jamtland_VA 1.1% 125 Lithuanian_PA Serbia_Sirmium 1.1% 126 Lithuanian_PA Spain_Visigoth 1.1% 127 Lithuanian_PZ Sweden_EarlyViking 55.4% 128 Lithuanian_PZ Poland_Santok 8.3% 129 Lithuanian_PZ Spain_Visigoth 2.5% 130 Lithuanian_PZ Russia_UstBelaya 2.1% 131 Lithuanian_PZ Poland_Konskie 1.9% 132 Lithuanian_PZ Poland_Oblaczkowo 1.7% 133 Lithuanian_PZ Poland_Lad 1.4% 134 Lithuanian_PZ Poland_Balczewo 1.4% 135 Lithuanian_PZ Uppsala_IA 1.4% 136 Lithuanian_PZ Poland_Niemcza 1.1% 137 Lithuanian_RA Sweden_EarlyViking 28.7% 138 Lithuanian_RA Poland_Konskie 10.2% 139 Lithuanian_RA Poland_Oblaczkowo 5.2% 140 Lithuanian_RA Poland_Santok 3.7% 141 Lithuanian_RA Poland_Milicz 2.7% 142 Lithuanian_RA Serbia_Sirmium 2.6% 143 Lithuanian_RA Poland_Dziekanowice 2.6% 144 Lithuanian_RA Poland_Balczewo 2.5% 145 Lithuanian_RA Mongolia_Uvurkhangai 2.1% 146 Lithuanian_RA Russia_UstBelaya 2% 147 Lithuanian_RA Spain_Visigoth 1.9% 148 Lithuanian_RA Poland_Lad 1.8% 149 Lithuanian_RA Poland_Niemcza 1.5% 150 Lithuanian_RA Poland_Ostrow 1.1% 151 Lithuanian_SZ Sweden_EarlyViking 73.6% 152 Lithuanian_SZ Poland_Santok 5.7% 153 Lithuanian_SZ Poland_Oblaczkowo 1.8% 154 Lithuanian_SZ Poland_Konskie 1.7% 155 Lithuanian_VA Sweden_EarlyViking 78.5% 156 Lithuanian_VA Poland_Konskie 5.3% 157 Lithuanian_VA Poland_Santok 1.4% 158 Lithuanian_VZ Sweden_EarlyViking 49.4% 159 Lithuanian_VZ Poland_Santok 5.3% 160 Lithuanian_VZ Poland_Oblaczkowo 3.4% 161 Lithuanian_VZ Spain_Visigoth 3.4% 162 Lithuanian_VZ Poland_Niemcza 2% 163 Lithuanian_VZ Poland_Milicz 1.8% 164 Lithuanian_VZ Poland_Lad 1.5% 165 Lithuanian_VZ Poland_Konskie 1.5% 166 Lithuanian_VZ Poland_Balczewo 1.5% 167 Lithuanian_VZ Uppsala_IA 1.3% 168 Lithuanian_VZ Mongolia_Uvurkhangai 1.3% 169 Lithuanian_VZ Uppsala_Late 1% 170 North_Ossetian Romania_Medieval 65.5% 171 North_Ossetian Macedonia_Medieval 6.6% 172 North_Ossetian Turkey_Medieval 4.8% 173 North_Ossetian Argentina_NorthTierradelFuego 2.2% 174 Ossetian Romania_Medieval 58.1% 175 Ossetian Turkey_Medieval 13.6% 176 Ossetian Argentina_NorthTierradelFuego 3.2% 177 Ossetian Lebanon_EjJaouze 1.5% 178 Polish Poland_Konskie 18.7% 179 Polish Russia_UstBelaya 14.4% 180 Polish Poland_Dziekanowice 2.6% 181 Polish Poland_Niemcza 2.1% 182 Polish Poland_Balczewo 1.7% 183 Polish Poland_Lad 1.5% 184 Polish Sweden_EarlyViking 1.3% 185 Polish Poland_Ostrow 1.3% 186 Polish Serbia_Naissus 1.3% 187 Polish Uppsala_Late 1.1% 188 Polish Croatia_Sipar 1.1% 189 Polish_Kashubian Poland_Konskie 7% 190 Polish_Kashubian Poland_Santok 5.2% 191 Polish_Kashubian Sweden_EarlyViking 4.9% 192 Polish_Kashubian Serbia_Naissus 4.6% 193 Polish_Kashubian Poland_Lad 3.6% 194 Polish_Kashubian Poland_Balczewo 3.4% 195 Polish_Kashubian Mongolia_Uvurkhangai 3.2% 196 Polish_Kashubian Poland_Oblaczkowo 2.9% 197 Polish_Kashubian Jamtland_VA 2.4% 198 Polish_Kashubian Poland_Niemcza 2.2% 199 Polish_Kashubian Poland_Dziekanowice 2.1% 200 Polish_Kashubian Denmark_EarlyViking 2% 201 Polish_Kashubian Germany_EMedieval 2% 202 Polish_Kashubian Ukraine_Medieval 1.9% 203 Polish_Kashubian England_Viking 1.7% 204 Polish_Kashubian Poland_Legowo 1.6% 205 Polish_Kashubian Croatia_Sipar 1.2% 206 Polish_Kashubian Uppland_Late 1.1% 207 Polish_Kashubian Poland_Milicz 1.1% 208 Polish_Silesian Denmark_EarlyViking 20.2% 209 Polish_Silesian Poland_Dziekanowice 3.8% 210 Polish_Silesian Russia_UstBelaya 3.6% 211 Polish_Silesian Croatia_Sipar 1.5% 212 Polish_Silesian Uppsala_Late 1.4% 213 Polish_Silesian Poland_Balczewo 1.1% 214 Polish_Silesian Serbia_Sirmium 1% 215 Russian_Belgorod Uppsala_Late 13.3% 216 Russian_Belgorod Russia_UstBelaya 8.4% 217 Russian_Belgorod Poland_Milicz 5.1% 218 Russian_Belgorod Poland_Dziekanowice 4.3% 219 Russian_Belgorod Mongolia_Uvurkhangai 4% 220 Russian_Belgorod Poland_Konskie 3.4% 221 Russian_Belgorod Poland_Lad 2.8% 222 Russian_Belgorod Jamtland_VA 2.8% 223 Russian_Belgorod Poland_Balczewo 1.7% 224 Russian_Belgorod Poland_Ostrow 1.5% 225 Russian_Belgorod Serbia_Naissus 1.5% 226 Russian_Belgorod Poland_Niemcza 1.5% 227 Russian_Belgorod Poland_Oblaczkowo 1.5% 228 Russian_Kaluga Uppsala_Late 24.7% 229 Russian_Kaluga Poland_Balczewo 3.9% 230 Russian_Kaluga Poland_Legowo 3.7% 231 Russian_Kaluga Sweden_EarlyViking 3.7% 232 Russian_Kaluga Russia_UstBelaya 3.2% 233 Russian_Kaluga Poland_Dziekanowice 1.9% 234 Russian_Kaluga Poland_Milicz 1.5% 235 Russian_Kaluga Serbia_Sirmium 1.5% 236 Russian_Kaluga Mongolia_Uvurkhangai 1.4% 237 Russian_Kaluga Poland_Niemcza 1.4% 238 Russian_Kaluga Poland_Lad 1.2% 239 Russian_Kaluga Ukraine_Medieval 1.2% 240 Russian_Kaluga Serbia_Naissus 1.2% 241 Russian_Kaluga Poland_Rumin 1.1% 242 Russian_Kaluga Croatia_MLBA 1% 243 Russian_Kostroma Uppsala_Late 88.2% 244 Russian_Kostroma Russia_UstBelaya 1.7% 245 Russian_Krasnoborsky Uppsala_Late 80.6% 246 Russian_Krasnoborsky Russia_UstBelaya 1.5% 247 Russian_Kursk Uppsala_Late 35.4% 248 Russian_Kursk Russia_UstBelaya 16.7% 249 Russian_Kursk Sweden_EarlyViking 10.4% 250 Russian_Kursk Poland_Balczewo 2.6% 251 Russian_Kursk Poland_Milicz 1.5% 252 Russian_Kursk Mongolia_Uvurkhangai 1.1% 253 Russian_Leshukonsky Uppsala_Late 94.1% 254 Russian_Orel Uppsala_Late 31.5% 255 Russian_Orel Russia_UstBelaya 4.9% 256 Russian_Orel Sweden_EarlyViking 4.6% 257 Russian_Orel Mongolia_Uvurkhangai 3% 258 Russian_Orel Poland_Lad 2.8% 259 Russian_Orel Poland_Balczewo 2.4% 260 Russian_Orel Poland_Konskie 1.8% 261 Russian_Orel Poland_Niemcza 1.7% 262 Russian_Orel Poland_Milicz 1.6% 263 Russian_Orel Poland_Ostrow 1.3% 264 Russian_Orel Poland_Dziekanowice 1.3% 265 Russian_Orel Poland_Oblaczkowo 1.2% 266 Russian_Orel Jamtland_VA 1% 267 Russian_Pinega Uppsala_Late 31.5% 268 Russian_Pinega Sweden_EarlyViking 6.3% 269 Russian_Pinega Russia_UstBelaya 5.1% 270 Russian_Pinega Germany_EMedieval 2.3% 271 Russian_Pinega Poland_Balczewo 2.2% 272 Russian_Pinega Poland_Lad 1.6% 273 Russian_Pinega Croatia_Sipar 1.1% 274 Russian_Pinega Jamtland_VA 1.1% 275 Russian_Pinega Serbia_Naissus 1.1% 276 Russian_Pinega Sweden_Viking 1.1% 277 Russian_Pinega Poland_Niemcza 1% 278 Russian_Pinega Ukraine_Medieval 1% 279 Russian_Pinezhsky Uppsala_Late 81.5% 280 Russian_Pinezhsky Russia_UstBelaya 2% 281 Russian_Pinezhsky Sweden_EarlyViking 1.7% 282 Russian_Pskov Uppsala_Late 22.1% 283 Russian_Pskov Sweden_EarlyViking 15.7% 284 Russian_Pskov Russia_UstBelaya 7.7% 285 Russian_Pskov Poland_Konskie 3.8% 286 Russian_Pskov Poland_Balczewo 3.3% 287 Russian_Pskov Poland_Dziekanowice 3.3% 288 Russian_Pskov Poland_Niemcza 1.7% 289 Russian_Pskov Poland_Lad 1.5% 290 Russian_Pskov Croatia_Sipar 1.3% 291 Russian_Ryazan Uppsala_Late 28.8% 292 Russian_Ryazan Poland_Balczewo 5% 293 Russian_Ryazan Poland_Dziekanowice 2.9% 294 Russian_Ryazan Russia_UstBelaya 2.5% 295 Russian_Ryazan Poland_Milicz 2.3% 296 Russian_Ryazan Poland_Lad 2.2% 297 Russian_Ryazan Poland_Niemcza 1.7% 298 Russian_Ryazan Poland_Ostrow 1.7% 299 Russian_Ryazan Poland_Legowo 1.2% 300 Russian_Ryazan Mongolia_Uvurkhangai 1.2% 301 Russian_Ryazan Germany_EMedieval 1.1% 302 Russian_Smolensk Sweden_EarlyViking 10.6% 303 Russian_Smolensk Poland_Konskie 8.6% 304 Russian_Smolensk Russia_UstBelaya 5.7% 305 Russian_Smolensk Poland_Balczewo 4.3% 306 Russian_Smolensk Mongolia_Uvurkhangai 3.1% 307 Russian_Smolensk Poland_Lad 2.8% 308 Russian_Smolensk Poland_Niemcza 2.7% 309 Russian_Smolensk Poland_Dziekanowice 2.2% 310 Russian_Smolensk Poland_Oblaczkowo 2.2% 311 Russian_Smolensk Uppsala_Late 2% 312 Russian_Smolensk Germany_EMedieval 1.8% 313 Russian_Smolensk Croatia_Sipar 1.5% 314 Russian_Smolensk Poland_Ostrow 1.4% 315 Russian_Smolensk Serbia_Naissus 1.3% 316 Russian_Smolensk Poland_Legowo 1.2% 317 Russian_Smolensk Poland_Milicz 1.2% 318 Russian_Smolensk Poland_Rumin 1% 319 Russian_Tver Uppsala_Late 83.9% 320 Russian_Tver Russia_UstBelaya 1.6% 321 Russian_Voronez Uppsala_Late 23.9% 322 Russian_Voronez Russia_UstBelaya 8% 323 Russian_Voronez Sweden_EarlyViking 5.2% 324 Russian_Voronez Poland_Konskie 3.1% 325 Russian_Voronez Poland_Balczewo 3% 326 Russian_Voronez Poland_Milicz 1.7% 327 Russian_Voronez Poland_Niemcza 1.6% 328 Russian_Voronez Poland_Lad 1.4% 329 Russian_Voronez Poland_Legowo 1.4% 330 Russian_Voronez Poland_Dziekanowice 1.3% 331 Russian_Voronez Mongolia_Uvurkhangai 1.3% 332 Russian_Voronez Serbia_Naissus 1.1% 333 Russian_Voronez Poland_Ostrow 1.1% 334 Russian_Yaroslavl Uppsala_Late 38.6% 335 Russian_Yaroslavl Russia_UstBelaya 3.3% 336 Russian_Yaroslavl Poland_Niemcza 2.3% 337 Russian_Yaroslavl Poland_Legowo 2.2% 338 Russian_Yaroslavl Mongolia_Uvurkhangai 1.5% 339 Russian_Yaroslavl Poland_Dziekanowice 1.4% 340 Russian_Yaroslavl Poland_Ostrow 1.4% 341 Russian_Yaroslavl Poland_Balczewo 1.2% 342 Russian_Yaroslavl Poland_Lad 1.2% 343 Russian_Yaroslavl Serbia_Sirmium 1% 344 Serbian Mongolia_Uvurkhangai 6.3% 345 Serbian Italy_Lazio 4.4% 346 Serbian Serbia_Naissus 2.9% 347 Serbian BosniaHerzegovina_Medieval 2% 348 Serbian Poland_Dziekanowice 1.6% 349 Serbian Bolivia_Totocachi 1.2% 350 Serbian Croatia_Metz 1.1% 351 Serbian Slovakia_TesarkeMlynany 1.1% 352 Serbian Poland_Rumin 1.1% 353 Serbian Turkey_SoutheastByzantine 1% 354 Ukrainian_Chernihiv Sweden_EarlyViking 17.8% 355 Ukrainian_Chernihiv Poland_Konskie 10.7% 356 Ukrainian_Chernihiv Russia_UstBelaya 7.7% 357 Ukrainian_Chernihiv Uppsala_Late 4.7% 358 Ukrainian_Chernihiv Poland_Dziekanowice 3.1% 359 Ukrainian_Chernihiv Poland_Balczewo 2.9% 360 Ukrainian_Chernihiv Mongolia_Uvurkhangai 2.7% 361 Ukrainian_Chernihiv Poland_Milicz 2.5% 362 Ukrainian_Chernihiv Poland_Oblaczkowo 2% 363 Ukrainian_Chernihiv Poland_Lad 1.9% 364 Ukrainian_Chernihiv Poland_Niemcza 1.8% 365 Ukrainian_Dnipro Russia_UstBelaya 12.8% 366 Ukrainian_Dnipro Uppsala_Late 8.4% 367 Ukrainian_Dnipro Poland_Konskie 4.5% 368 Ukrainian_Dnipro Sweden_EarlyViking 4% 369 Ukrainian_Dnipro Poland_Dziekanowice 3.4% 370 Ukrainian_Dnipro Mongolia_Uvurkhangai 2.6% 371 Ukrainian_Dnipro Poland_Balczewo 2.2% 372 Ukrainian_Dnipro Poland_Niemcza 2% 373 Ukrainian_Dnipro Poland_Lad 1.9% 374 Ukrainian_Dnipro Poland_Milicz 1.7% 375 Ukrainian_Dnipro Poland_Ostrow 1.5% 376 Ukrainian_Dnipro Poland_Oblaczkowo 1.5% 377 Ukrainian_Dnipro Jamtland_VA 1.3% 378 Ukrainian_Dnipro Serbia_Naissus 1% 379 Ukrainian_Lviv Poland_Konskie 8.6% 380 Ukrainian_Lviv Russia_UstBelaya 4.3% 381 Ukrainian_Lviv Uppsala_Late 3.7% 382 Ukrainian_Lviv Poland_Balczewo 3.2% 383 Ukrainian_Lviv Poland_Dziekanowice 2.9% 384 Ukrainian_Lviv Mongolia_Uvurkhangai 1.9% 385 Ukrainian_Lviv Sweden_EarlyViking 1.9% 386 Ukrainian_Lviv Poland_Lad 1.8% 387 Ukrainian_Lviv Poland_Niemcza 1.8% 388 Ukrainian_Lviv Poland_Milicz 1.4% 389 Ukrainian_Lviv Poland_Ostrow 1.2% 390 Ukrainian_Lviv Serbia_Naissus 1.2% 391 Ukrainian_Lviv Russia_SaltovoMayaki 1.1% 392 Ukrainian_Lviv BosniaHerzegovina_Medieval 1% 393 Ukrainian_Rivne Poland_Konskie 17% 394 Ukrainian_Rivne Russia_UstBelaya 8.2% 395 Ukrainian_Rivne Sweden_EarlyViking 7.1% 396 Ukrainian_Rivne Poland_Dziekanowice 4.4% 397 Ukrainian_Rivne Poland_Balczewo 3% 398 Ukrainian_Rivne Poland_Niemcza 2.5% 399 Ukrainian_Rivne Uppsala_Late 2% 400 Ukrainian_Rivne Poland_Lad 2% 401 Ukrainian_Rivne Mongolia_Uvurkhangai 1.5% 402 Ukrainian_Rivne Poland_Milicz 1.5% 403 Ukrainian_Rivne Germany_EMedieval 1.4% 404 Ukrainian_Rivne Poland_Ostrow 1.4% 405 Ukrainian_Rivne Serbia_Naissus 1% 406 Ukrainian_Sumy Uppsala_Late 13.9% 407 Ukrainian_Sumy Poland_Konskie 7.7% 408 Ukrainian_Sumy Poland_Lad 4.2% 409 Ukrainian_Sumy Mongolia_Uvurkhangai 3% 410 Ukrainian_Sumy Sweden_EarlyViking 3% 411 Ukrainian_Sumy Poland_Dziekanowice 2.5% 412 Ukrainian_Sumy Russia_UstBelaya 2.4% 413 Ukrainian_Sumy Poland_Niemcza 2.3% 414 Ukrainian_Sumy Poland_Balczewo 2.2% 415 Ukrainian_Sumy Poland_Milicz 1.8% 416 Ukrainian_Sumy Poland_Rumin 1.4% 417 Ukrainian_Sumy Poland_Oblaczkowo 1.4% 418 Ukrainian_Sumy Poland_Ostrow 1.2% 419 Ukrainian_Sumy Poland_Legowo 1.1% 420 Ukrainian_Sumy Germany_EMedieval 1% 421 Ukrainian_Sumy Serbia_Naissus 1% 422 Ukrainian_Sumy Jamtland_VA 1% 423 Ukrainian_Zakarpattia Serbia_Naissus 7.3% 424 Ukrainian_Zakarpattia Sweden_EarlyViking 4% 425 Ukrainian_Zakarpattia Uppsala_Late 3.5% 426 Ukrainian_Zakarpattia Poland_Dziekanowice 3.2% 427 Ukrainian_Zakarpattia Poland_Konskie 2.9% 428 Ukrainian_Zakarpattia Mongolia_Uvurkhangai 2.8% 429 Ukrainian_Zakarpattia Russia_UstBelaya 1.6% 430 Ukrainian_Zakarpattia Poland_Balczewo 1.4% 431 Ukrainian_Zakarpattia Russia_SaltovoMayaki 1.2% 432 Ukrainian_Zakarpattia Poland_Ostrow 1.1% 433 Ukrainian_Zakarpattia Poland_Niemcza 1% 434 Ukrainian_Zhytomyr Sweden_EarlyViking 4.8% 435 Ukrainian_Zhytomyr Poland_Dziekanowice 4.7% 436 Ukrainian_Zhytomyr Poland_Balczewo 4.5% 437 Ukrainian_Zhytomyr Russia_UstBelaya 3.7% 438 Ukrainian_Zhytomyr Poland_Lad 3.2% 439 Ukrainian_Zhytomyr Poland_Konskie 3% 440 Ukrainian_Zhytomyr Poland_Niemcza 2.5% 441 Ukrainian_Zhytomyr Uppsala_Late 2.2% 442 Ukrainian_Zhytomyr Poland_Milicz 2% 443 Ukrainian_Zhytomyr Poland_Legowo 1.7% 444 Ukrainian_Zhytomyr Mongolia_Uvurkhangai 1.7% 445 Ukrainian_Zhytomyr Poland_Ostrow 1.6% 446 Ukrainian_Zhytomyr Serbia_Naissus 1.5% 447 Ukrainian_Zhytomyr Poland_Oblaczkowo 1.4% 448 Ukrainian_Zhytomyr Croatia_Sipar 1.3% 449 Ukrainian_Zhytomyr Jamtland_VA 1.2% 450 Ukrainian_Zhytomyr Germany_EMedieval 1% 451 Ukrainian_Zhytomyr Serbia_Sirmium 1% 452 Ukrainian_Zhytomyr_o Italy_Lazio 94.3%
In [212]:
options(repr.plot.width = 12, repr.plot.height = 12, repr.plot.res = 400)
In [213]:
plotfun(mprd %>% sample_n(16),lsz = 2,nrw = 4)
Try extra metadata and retain
In [230]:
myd = as_tibble(import("../Raw Data/Archeological Samples/aDNA-Y-mt/all-ancient-dna.xlsx"))
Warning message: “Expecting numeric in AA1070 / R1070C27: got '...'” Warning message: “Expecting numeric in AA1476 / R1476C27: got '...'” Warning message: “Expecting numeric in AA1477 / R1477C27: got '...'” Warning message: “Expecting numeric in AO2887 / R2887C41: got '..'” Warning message: “Expecting numeric in AA4167 / R4167C27: got '...'” Warning message: “Expecting numeric in AO5085 / R5085C41: got '..'” Warning message: “Coercing text to numeric in AO7537 / R7537C41: '0.088'” Warning message: “Expecting numeric in AO8135 / R8135C41: got '..'” Warning message: “Expecting numeric in AO8222 / R8222C41: got '..'” Warning message: “Expecting numeric in AO8246 / R8246C41: got '..'” Warning message: “Expecting numeric in AO11704 / R11704C41: got '..'” Warning message: “Expecting numeric in AO11886 / R11886C41: got '..'” Warning message: “Coercing text to numeric in AO14505 / R14505C41: '0.778'”
In [231]:
bad = as_tibble(import("../Genetics/G25/Data/CSV/Eurasia/G25_BA.csv"))
iad = as_tibble(import("../Genetics/G25/Data/CSV/Eurasia/G25_IA.csv"))
mad = as_tibble(import("../Genetics/G25/Data/CSV/Eurasia/G25_MA.csv"))
In [232]:
myd %>% sample_n(5)
| Object-ID | Colloquial-Skeletal | Latitude | Longitude | Sex | mtDNA-coverage | mtFAR | mtDNA-haplogroup | mtDNA-Haplotree | mt-FTDNA | ⋯ | Location | SiteID | Country | LP | Skin | Hair | Eye | P1104A | Other | Index |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <chr> | <dbl> | <dbl> | <chr> | <chr> | <dbl> | <chr> | <chr> | <chr> | ⋯ | <chr> | <chr> | <chr> | <chr> | <chr> | <chr> | <chr> | <dbl> | <chr> | <dbl> |
| I1187 | CHPKL301N-001 | 32.97417 | 35.33139 | M | 9.3800000000000008 | 0.3246045 | U6d | U6d | https://www.familytreedna.com/public/mt-dna-haplotree/U;name=U6d | ⋯ | Peqi'in Cave | NA | Israel | NA | NA | NA | NA | NA | NA | 5620 |
| Seden | NA | 62.10388 | 131.30859 | NA | NA | NA | NA | NA | NA | ⋯ | Central Yakutia | Seden | Russia | NA | NA | NA | NA | NA | NA | 1305 |
| ECS1 | NA | 47.14789 | 20.92393 | NA | NA | 0.1696913 | N1a | N1a | https://www.familytreedna.com/public/mt-dna-haplotree/N;name=N1a | ⋯ | Ecsegfalva 1 | NA | Hungary | NA | NA | NA | NA | NA | NA | 811 |
| I0418 | Kurgan 4, Grave 1, SVP 24 | 52.91278 | 50.99056 | F | 187 | 0.2496144 | T1a1 | T1a1 | https://www.familytreedna.com/public/mt-dna-haplotree/T;name=T1a1 | ⋯ | Utyevka, Samara River, Samara | Site IV | Russia | NA | NA | NA | NA | NA | NA | 3008 |
| HJTW13 | .. | 33.59221 | 114.02212 | M | 7.4103399999999997 | NA | NA | NA | NA | ⋯ | HaoJiaTai | NA | China | NA | NA | NA | NA | NA | NA | 12440 |
Only keep the sample IDs for G25 coordinates
In [233]:
myptrna = "(?<=:).+$"
myptrnb = "^\\w+?_\\w+?(?=[_:\\.])"
bad = bad %>% mutate(label = str_extract(sample,myptrnb),sample = str_extract(sample,myptrna),.before = V2)
iad = iad %>% mutate(label = str_extract(sample,myptrnb),sample = str_extract(sample,myptrna),.before = V2)
mad = mad %>% mutate(label = str_extract(sample,myptrnb),sample = str_extract(sample,myptrna),.before = V2)
In [234]:
mad %>% sample_n(5)
| sample | label | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | ⋯ | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| VK435 | Sweden_Viking | 0.146832 | 0.137096 | 0.053551 | 0.033592 | 0.047393 | 0.015897 | -0.000235 | 0.002077 | ⋯ | -0.015513 | 0.017863 | -0.002660 | 0.005656 | 0.026638 | 0.004991 | 0.008037 | 0.022061 | 0.005663 | 0.023471 |
| R2207.SG | Slovakia_TesarkeMlynany | 0.136588 | 0.135065 | 0.071276 | 0.041344 | 0.032314 | 0.011156 | 0.001410 | 0.002077 | ⋯ | -0.001591 | -0.007432 | 0.006081 | 0.006034 | 0.001876 | 0.013227 | 0.003462 | -0.001849 | 0.015303 | 0.001197 |
| SHK002 | Vladimir_MA | 0.066017 | -0.174671 | 0.042615 | -0.000646 | -0.038469 | -0.003347 | 0.007755 | 0.014769 | ⋯ | 0.011403 | -0.003260 | 0.003294 | 0.010936 | 0.012006 | -0.018467 | -0.003586 | -0.016885 | 0.002048 | -0.000599 |
| I20655 | England_EarlyMedieval | 0.127482 | 0.135065 | 0.075047 | 0.054264 | 0.042162 | 0.021475 | 0.005170 | 0.006000 | ⋯ | 0.022275 | 0.013038 | 0.001014 | -0.002514 | 0.005503 | 0.011480 | -0.003833 | 0.008381 | 0.014821 | -0.008382 |
| VK352 | Sweden_Viking | 0.120652 | 0.124910 | 0.064111 | 0.064923 | 0.036930 | 0.016455 | 0.001410 | 0.009000 | ⋯ | 0.008618 | -0.004172 | 0.001647 | 0.007290 | 0.004377 | 0.010606 | 0.001978 | 0.004560 | 0.005181 | -0.004311 |
In [277]:
mydd = mad %>% left_join(myd,by = c("sample" = "Object-ID"))
In [272]:
mydd %>% sample_n(5) %>% select(sample,label,Simplified_Culture,Culture_Grouping,Label,Location,Country,Mean)
| sample | label | Simplified_Culture | Culture_Grouping | Label | Location | Country | Mean |
|---|---|---|---|---|---|---|---|
| <chr> | <chr> | <chr> | <chr> | <chr> | <chr> | <chr> | <dbl> |
| I17271 | England_EarlyMedieval | NA | NA | NA | NA | NA | NA |
| I16508 | England_EarlyMedieval | NA | NA | NA | NA | NA | NA |
| VK298 | Denmark_Viking | Viking | Viking Denmark | Denmark_Viking.SG | Sealand | Denmark | 900 |
| VK156 | Poland_Viking | Viking | Viking Poland | Poland_Viking.SG | Bodzia | Poland | 1000 |
| VK1 | Greenland_EarlyNorse | Viking | Early_Norse | Greenland_EarlyNorse.SG | Eastern Settlement | Greenland | 1000 |
In [240]:
mydd %>% count(Culture_Grouping,sort = TRUE)
| Culture_Grouping | n |
|---|---|
| <chr> | <int> |
| NA | 414 |
| Viking Sweden | 118 |
| Viking Denmark | 68 |
| Mongol | 49 |
| Early_Viking | 42 |
| Viking UK | 28 |
| Viking Norway | 26 |
| Viking Russia | 26 |
| Longobard Kingdom | 20 |
| Viking Iceland | 16 |
| Late Xiongnu | 14 |
| Medieval | 13 |
| Early_Norse | 12 |
| Uyghur | 11 |
| Early Xiongnu | 10 |
| Anglo-Saxon Early Period | 8 |
| Anglo-Saxon Middle Period | 8 |
| Germany Medieval | 7 |
| Viking Poland | 7 |
| Lebanon Middle Ages | 6 |
| Türk | 6 |
| North East Iberia Medieval | 5 |
| Fatyanovo Boshnevo | 4 |
| Guanche_mummy | 4 |
| Sardinia Medieval | 4 |
| Viking Ireland | 4 |
| Viking Orkney | 4 |
| Khitan | 3 |
| Late_Norse | 3 |
| Early Middle Ages | 2 |
| Muslim | 2 |
| Viking Ukraine | 2 |
| "La Tène" | 1 |
| Apulia Early Iron Age | 1 |
| Bavarian | 1 |
| Bulgaria_EBA_EIA | 1 |
| Chilpek_800CE | 1 |
| Cis-Baikal Medieval | 1 |
| Heishui_Mohe_EarlyMedieval | 1 |
| High Middle Ages | 1 |
| Hungary Avar Late | 1 |
| Hungary Medieval | 1 |
| Kayalyk_950CE | 1 |
| Mongolia_LBA_Ulaanzukh | 1 |
| Old Bering Sea | 1 |
| Pict Orkney | 1 |
| SE_Iberia_c.5-8CE | 1 |
| Saltovo-Mayaki | 1 |
| Sardinia_LateAntiquity | 1 |
| Slab Grave | 1 |
| Turk | 1 |
| Unclassified | 1 |
| Ust'-Belaya medieval | 1 |
| Viking Faroes | 1 |
| Viking IsleOfMan | 1 |
| Viking Wales | 1 |
Optional time frame
In [283]:
mydd = mydd %>% dplyr::filter(Mean > 600,Mean < 1400)
Create class variable to label records by
In [278]:
mydd = mydd %>%
mutate(sample = ifelse(is.na(Location),label,paste(Culture_Grouping,Location,sep = "_"))) %>%
#mutate(sample = ifelse(is.na(Label),label,Label)) %>% #paste(Country,str_remove_all(Location,"[[:punct:]]"),sep = "_"))) %>%
mutate(sample = str_extract(sample,"^\\w{3,12}")) %>%
select(sample,all_of(matches("^V\\d")))
In [279]:
dim(mydd)
mydd %>% sample_n(5)
- 970
- 26
| sample | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | ⋯ | V17 | V18 | V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| <chr> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | ⋯ | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> | <dbl> |
| Poland_Ostro | 0.120652 | 0.119832 | 0.062602 | 0.066861 | 0.047086 | 0.015618 | 0.011516 | 0.010615 | 0.000409 | ⋯ | -0.014187 | -0.013169 | -0.003294 | 0.006536 | -0.006503 | 0.000125 | -0.007666 | 0.013064 | 0.007953 | 0.005628 |
| Poland_Ostro | 0.133173 | 0.123895 | 0.073539 | 0.077520 | 0.042469 | 0.018686 | 0.006110 | 0.017307 | -0.006340 | ⋯ | 0.003713 | -0.004172 | 0.004434 | 0.002137 | -0.003126 | -0.012977 | -0.007296 | 0.013434 | -0.006989 | 0.005987 |
| Poland_Niemc | 0.119514 | 0.123895 | 0.074293 | 0.066215 | 0.043700 | 0.053826 | 0.020916 | 0.011307 | -0.021270 | ⋯ | 0.004906 | 0.011735 | -0.004434 | -0.002640 | 0.001376 | -0.001248 | 0.003091 | 0.015899 | -0.004338 | 0.021435 |
| Ireland_Kilt | 0.133173 | 0.135065 | 0.056568 | 0.054910 | 0.035699 | 0.016455 | 0.002585 | 0.003461 | 0.003272 | ⋯ | 0.016309 | 0.008866 | 0.004054 | -0.007793 | 0.009755 | 0.008859 | 0.002597 | 0.006162 | 0.012532 | 0.004670 |
| Viking | 0.120652 | 0.128972 | 0.061848 | 0.049742 | 0.049240 | 0.016176 | -0.000235 | 0.003000 | 0.002863 | ⋯ | -0.003978 | -0.020340 | 0.003801 | -0.002891 | 0.006503 | 0.008111 | -0.000247 | -0.001725 | 0.008194 | -0.005987 |
In [280]:
mdl = myfun(na.omit(mydd),e = 1,a = 0,l = 15)
[1] "Number of classes: 155" [1] "Split into test and train samples" [1] 726 26 [1] 243 26 [1] "Starting XGBoost training" [1] train-mlogloss:3.875224 test-mlogloss:4.069648 [26] train-mlogloss:1.833329 test-mlogloss:2.962411 [51] train-mlogloss:1.288812 test-mlogloss:2.933635 [76] train-mlogloss:1.045214 test-mlogloss:2.947281 [100] train-mlogloss:0.912106 test-mlogloss:2.991623 # A tibble: 15 × 5 row label variable value maxval <int> <dbl> <chr> <dbl> <dbl> 1 119 92 47 0.0505 0.0505 2 85 56 11 0.0799 0.0799 3 220 153 153 0.832 0.832 4 236 154 153 0.244 0.244 5 97 37 37 0.0333 0.0333 6 8 153 153 0.354 0.354 7 219 153 153 0.445 0.445 8 111 42 153 0.602 0.602 9 133 153 153 0.736 0.736 10 224 144 145 0.129 0.129 11 128 67 94 0.0353 0.0353 12 115 50 145 0.195 0.195 13 194 135 153 0.467 0.467 14 77 33 153 0.497 0.497 15 223 143 145 0.378 0.378 [1] "test-error = 0.650205761316872"
In [281]:
mprd = mypfun(mdl,na.omit(mydd),ppl)
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
name eth value 1 MD Uyghur_Olon 5.13% 2 MD Muslim_Plaza 2.73% 3 MD BosniaHerzeg 2.48% 4 MN Uyghur_Olon 4.87% 5 MN Longobard 2.96% 6 MN Chilpek_800C 2.61% 7 MN BosniaHerzeg 2.2% 8 MN Lebanon_Chhi 2.19% 9 MN Early 19.68% 10 RN Uyghur_Olon 4.05% 11 RN BosniaHerzeg 3.39% 12 RN Lebanon_Chhi 2.97% 13 TP Uppland_Late 9.94% 14 TP Poland_Marko 6.94% 15 TP Late_Norse_W 5.51% 16 TP Poland_Niemc 4.9% 17 TP Poland_Plons 3.45% 18 TP Italy_Lazio 2.67% 19 TP Poland_Rumin 2.29%
In [282]:
mprd = mypfun2(mdl,na.omit(mydd),ppl)
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
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[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
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[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
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[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
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[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
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[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
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Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)`
[1] "Using 155 populations"
Joining with `by = join_by(variable)` `summarise()` has grouped output by 'name'. You can override using the `.groups` argument.
In [283]:
plotfun3(mprd)
Warning message: “ggrepel: 6 unlabeled data points (too many overlaps). Consider increasing max.overlaps”
In [ ]: